{"id":17260,"date":"2025-01-04T23:17:13","date_gmt":"2025-01-04T15:17:13","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=17260"},"modified":"2025-01-04T23:17:13","modified_gmt":"2025-01-04T15:17:13","slug":"gugeagentsyujiai","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/gugeagentsyujiai\/","title":{"rendered":"\u8c37\u6b4cAgents\u4e0e\u57fa\u7840\u5e94\u7528\u767d\u76ae\u4e66\uff08\u4e2d\u6587\u7248\uff09"},"content":{"rendered":"<p>\u4f5c\u8005\uff1aJulia Wiesinger\uff0cPatrick Marlow\u548c Vladimir Vuskovic<br \/>\n\u539f\u6587\uff1ahttps:\/\/www.kaggle.com\/whitepaper-agents<\/p>\n<p>&nbsp;<\/p>\n<h2>\u76ee\u5f55<\/h2>\n<p>\u7b80\u4ecb<\/p>\n<p>\u4ec0\u4e48\u662f\u667a\u80fd\u4f53\uff1f<\/p>\n<p style=\"padding-left: 40px;\">\u6a21\u578b<\/p>\n<p style=\"padding-left: 40px;\">\u5de5\u5177<\/p>\n<p style=\"padding-left: 40px;\">\u7f16\u6392\u5c42<\/p>\n<p style=\"padding-left: 40px;\">\u667a\u80fd\u4f53\u4e0e\u6a21\u578b<\/p>\n<p 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\u8fdb\u884c\u8bad\u7ec3\u3002\u4f46\u662f\uff0c\u53ef\u4ee5\u901a\u8fc7\u5411\u5176\u63d0\u4f9b\u5c55\u793a\u667a\u80fd\u4f53\u529f\u80fd\u7684\u793a\u4f8b\u6765\u8fdb\u4e00\u6b65\u4f18\u5316\u6a21\u578b\u4ee5\u6267\u884c\u667a\u80fd\u4f53\u7684\u4efb\u52a1\uff0c\u5305\u62ec\u667a\u80fd\u4f53\u5728\u5404\u79cd\u4e0a\u4e0b\u6587\u4e2d\u4f7f\u7528\u7279\u5b9a\u5de5\u5177\u6216\u63a8\u7406\u6b65\u9aa4\u7684\u5b9e\u4f8b\u3002<\/p>\n<h3>\u5de5\u5177<\/h3>\n<p>\u57fa\u7840\u6a21\u578b\u5c3d\u7ba1\u5177\u6709\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u6587\u672c\u548c\u56fe\u50cf\u751f\u6210\u80fd\u529b\uff0c\u4f46\u4ecd\u7136\u53d7\u9650\u4e8e\u65e0\u6cd5\u4e0e\u5916\u90e8\u4e16\u754c\u4ea4\u4e92\u3002\u5de5\u5177\u5f25\u5408\u4e86\u8fd9\u4e00\u5dee\u8ddd\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u4e0e\u5916\u90e8\u6570\u636e\u548c\u670d\u52a1\u8fdb\u884c\u4ea4\u4e92\uff0c\u540c\u65f6\u89e3\u9501\u8d85\u8d8a\u5e95\u5c42\u6a21\u578b\u672c\u8eab\u7684\u66f4\u5e7f\u6cdb\u7684\u64cd\u4f5c\u8303\u56f4\u3002\u5de5\u5177\u53ef\u4ee5\u91c7\u53d6\u591a\u79cd\u5f62\u5f0f\uff0c\u5e76\u4e14\u5177\u6709\u4e0d\u540c\u7684\u590d\u6742\u6027\u6df1\u5ea6\uff0c\u4f46\u901a\u5e38\u4e0e\u5e38\u89c1\u7684 Web API \u65b9\u6cd5 (\u5982 GET\u3001POST\u3001PATCH \u548c DELETE) \u4fdd\u6301\u4e00\u81f4\u3002\u4f8b\u5982\uff0c\u5de5\u5177\u53ef\u4ee5\u66f4\u65b0\u6570\u636e\u5e93\u4e2d\u7684\u5ba2\u6237\u4fe1\u606f\u6216\u83b7\u53d6\u5929\u6c14\u6570\u636e\u4ee5\u5f71\u54cd\u667a\u80fd\u4f53\u63d0\u4f9b\u7ed9\u7528\u6237\u7684\u65c5\u884c\u63a8\u8350\u3002\u501f\u52a9\u5de5\u5177\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u8bbf\u95ee\u548c\u5904\u7406\u73b0\u5b9e\u4e16\u754c\u7684\u4fe1\u606f\u3002\u8fd9\u4f7f\u4ed6\u4eec\u80fd\u591f\u652f\u6301\u66f4\u4e13\u4e1a\u7684\u7cfb\u7edf\uff0c\u5982\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (<a href=\"https:\/\/www.kdjingpai.com\/en\/rag\/\">RAG<\/a>)\uff0c\u8fd9\u663e\u8457\u6269\u5c55\u4e86\u667a\u80fd\u4f53\u7684\u80fd\u529b\uff0c\u4f7f\u5176\u8d85\u8d8a\u4e86\u57fa\u7840\u6a21\u578b\u81ea\u8eab\u53ef\u4ee5\u5b9e\u73b0\u7684\u8303\u56f4\u3002\u6211\u4eec\u5c06\u5728\u4e0b\u9762\u66f4\u8be6\u7ec6\u5730\u8ba8\u8bba\u5de5\u5177\uff0c\u4f46\u6700\u91cd\u8981\u7684\u662f\u8981\u7406\u89e3\u5de5\u5177\u5f25\u5408\u4e86\u667a\u80fd\u4f53\u5185\u90e8\u529f\u80fd\u548c\u5916\u90e8\u4e16\u754c\u4e4b\u95f4\u7684\u5dee\u8ddd\uff0c\u4ece\u800c\u91ca\u653e\u4e86\u66f4\u5e7f\u6cdb\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<h3>\u7f16\u6392\u5c42<\/h3>\n<p>\u7f16\u6392\u5c42\u63cf\u8ff0\u4e86\u4e00\u4e2a\u5faa\u73af\u8fc7\u7a0b\uff0c\u8be5\u8fc7\u7a0b\u63a7\u5236\u667a\u80fd\u4f53\u5982\u4f55\u83b7\u53d6\u4fe1\u606f\uff0c\u6267\u884c\u4e00\u4e9b\u5185\u90e8\u63a8\u7406\uff0c\u5e76\u4f7f\u7528\u8be5\u63a8\u7406\u6765\u901a\u77e5\u5176\u4e0b\u4e00\u6b65\u884c\u52a8\u6216\u51b3\u7b56\u3002\u901a\u5e38\uff0c\u6b64\u5faa\u73af\u5c06\u6301\u7eed\u5230\u667a\u80fd\u4f53\u8fbe\u5230\u5176\u76ee\u6807\u6216\u505c\u6b62\u70b9\u3002\u7f16\u6392\u5c42\u7684\u590d\u6742\u6027\u53ef\u80fd\u4f1a\u56e0\u667a\u80fd\u4f53\u53ca\u5176\u6267\u884c\u7684\u4efb\u52a1\u800c\u6709\u5f88\u5927\u5dee\u5f02\u3002\u6709\u4e9b\u5faa\u73af\u53ef\u4ee5\u662f\u5e26\u6709\u51b3\u7b56\u89c4\u5219\u7684\u7b80\u5355\u8ba1\u7b97\uff0c\u800c\u53e6\u4e00\u4e9b\u5faa\u73af\u53ef\u80fd\u5305\u542b\u94fe\u5f0f\u903b\u8f91\uff0c\u6d89\u53ca\u989d\u5916\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u6216\u5b9e\u73b0\u5176\u4ed6\u6982\u7387\u63a8\u7406\u6280\u672f\u3002\u6211\u4eec\u5c06\u5728\u8ba4\u77e5\u67b6\u6784\u90e8\u5206\u8be6\u7ec6\u8ba8\u8bba\u667a\u80fd\u4f53\u7f16\u6392\u5c42\u7684\u5b9e\u73b0\u3002<\/p>\n<h3>\u667a\u80fd\u4f53\u4e0e\u6a21\u578b<\/h3>\n<p>\u4e3a\u4e86\u66f4\u6e05\u695a\u5730\u4e86\u89e3\u667a\u80fd\u4f53\u548c\u6a21\u578b\u4e4b\u95f4\u7684\u533a\u522b\uff0c\u8bf7\u8003\u8651\u4ee5\u4e0b\u56fe\u8868\uff1a<\/p>\n<table style=\"border-collapse: collapse; width: 100%; text-align: left;\" border=\"1\">\n<thead>\n<tr>\n<th>\u6a21\u578b<\/th>\n<th>\u667a\u80fd\u4f53<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u77e5\u8bc6\u4ec5\u9650\u4e8e\u5176\u8bad\u7ec3\u6570\u636e\u4e2d\u53ef\u7528\u7684\u5185\u5bb9\u3002<\/td>\n<td>\u77e5\u8bc6\u901a\u8fc7\u8fde\u63a5\u5916\u90e8\u7cfb\u7edf\u7ecf\u7531\u5de5\u5177\u8fdb\u884c\u6269\u5c55\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u57fa\u4e8e\u7528\u6237\u67e5\u8be2\u7684\u5355\u6b21\u63a8\u7406\/\u9884\u6d4b\u3002\u9664\u975e\u4e3a\u6a21\u578b\u660e\u786e\u5b9e\u73b0\uff0c\u5426\u5219\u4e0d\u5b58\u5728\u4f1a\u8bdd\u5386\u53f2\u6216\u8fde\u7eed\u4e0a\u4e0b\u6587\u7684\u7ba1\u7406\u3002(\u5373\u804a\u5929\u8bb0\u5f55)<\/td>\n<td>\u7ba1\u7406\u4f1a\u8bdd\u5386\u53f2\u8bb0\u5f55 (\u5373\u804a\u5929\u8bb0\u5f55) \u4ee5\u5141\u8bb8\u57fa\u4e8e\u7528\u6237\u67e5\u8be2\u548c\u7f16\u6392\u5c42\u4e2d\u505a\u51fa\u7684\u51b3\u7b56\u8fdb\u884c\u591a\u8f6e\u63a8\u7406\/\u9884\u6d4b\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u201c\u8f6e\u201d\u88ab\u5b9a\u4e49\u4e3a\u4ea4\u4e92\u7cfb\u7edf\u548c\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u4ea4\u4e92\u3002(\u5373 1 \u4e2a\u4f20\u5165\u4e8b\u4ef6\/\u67e5\u8be2\u548c 1 \u4e2a\u667a\u80fd\u4f53\u54cd\u5e94)<\/td>\n<\/tr>\n<tr>\n<td>\u6ca1\u6709\u672c\u673a\u5de5\u5177\u5b9e\u73b0\u3002<\/td>\n<td>\u5728\u672c\u673a\u667a\u80fd\u4f53\u67b6\u6784\u4e2d\u5b9e\u73b0\u4e86\u5de5\u5177\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u6ca1\u6709\u5b9e\u73b0\u672c\u673a\u903b\u8f91\u5c42\u3002\u7528\u6237\u53ef\u4ee5\u5c06\u63d0\u793a\u5f62\u6210\u4e3a\u7b80\u5355\u7684\u95ee\u9898\u6216\u4f7f\u7528\u63a8\u7406\u6846\u67b6 (CoT\u3001ReAct \u7b49) \u6765\u5f62\u6210\u590d\u6742\u7684\u63d0\u793a\uff0c\u4ee5\u6307\u5bfc\u6a21\u578b\u8fdb\u884c\u9884\u6d4b\u3002<\/td>\n<td>\u672c\u673a\u8ba4\u77e5\u67b6\u6784\u4f7f\u7528 CoT\u3001ReAct \u7b49\u63a8\u7406\u6846\u67b6\u6216\u5176\u4ed6\u9884\u6784\u5efa\u7684\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u5982 LangChain\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<h3>\u8ba4\u77e5\u67b6\u6784\uff1a\u667a\u80fd\u4f53\u5982\u4f55\u8fd0\u4f5c<\/h3>\n<p>\u60f3\u8c61\u4e00\u4e0b\u7e41\u5fd9\u53a8\u623f\u91cc\u7684\u53a8\u5e08\u3002\u4ed6\u4eec\u7684\u76ee\u6807\u662f\u4e3a\u9910\u5385\u987e\u5ba2\u5236\u4f5c\u7f8e\u5473\u7684\u83dc\u80b4\uff0c\u8fd9\u6d89\u53ca\u5230\u8ba1\u5212\u3001\u6267\u884c\u548c\u8c03\u6574\u7684\u5faa\u73af\u3002<\/p>\n<ul>\n<li>\u4ed6\u4eec\u6536\u96c6\u4fe1\u606f\uff0c\u4f8b\u5982\u987e\u5ba2\u7684\u8ba2\u5355\u4ee5\u53ca\u98df\u54c1\u50a8\u85cf\u5ba4\u548c\u51b0\u7bb1\u4e2d\u7684\u914d\u6599\u3002<\/li>\n<li>\u4ed6\u4eec\u6839\u636e\u521a\u521a\u6536\u96c6\u7684\u4fe1\u606f\uff0c\u5bf9\u53ef\u4ee5\u5236\u4f5c\u7684\u83dc\u80b4\u548c\u98ce\u5473\u8fdb\u884c\u4e00\u4e9b\u5185\u90e8\u63a8\u7406\u3002<\/li>\n<li>\u4ed6\u4eec\u91c7\u53d6\u884c\u52a8\u5236\u4f5c\u83dc\u80b4\uff1a\u5207\u83dc\u3001\u6df7\u5408\u9999\u6599\u3001\u714e\u8089\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u5728\u6d41\u7a0b\u7684\u6bcf\u4e2a\u9636\u6bb5\uff0c\u53a8\u5e08\u90fd\u4f1a\u6839\u636e\u9700\u8981\u8fdb\u884c\u8c03\u6574\uff0c\u5728\u98df\u6750\u7528\u5b8c\u6216\u6536\u5230\u987e\u5ba2\u53cd\u9988\u65f6\u5b8c\u5584\u4ed6\u4eec\u7684\u8ba1\u5212\uff0c\u5e76\u4f7f\u7528\u4e4b\u524d\u7684\u4e00\u7ec4\u7ed3\u679c\u6765\u786e\u5b9a\u4e0b\u4e00\u6b65\u7684\u884c\u52a8\u8ba1\u5212\u3002\u8fd9\u79cd\u4fe1\u606f\u6444\u5165\u3001\u8ba1\u5212\u3001\u6267\u884c\u548c\u8c03\u6574\u7684\u5faa\u73af\u63cf\u8ff0\u4e86\u53a8\u5e08\u4e3a\u5b9e\u73b0\u5176\u76ee\u6807\u800c\u91c7\u7528\u7684\u72ec\u7279\u8ba4\u77e5\u67b6\u6784\u3002<\/p>\n<p>\u5c31\u50cf\u53a8\u5e08\u4e00\u6837\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u901a\u8fc7\u8fed\u4ee3\u5904\u7406\u4fe1\u606f\u3001\u505a\u51fa\u660e\u667a\u7684\u51b3\u7b56\u5e76\u6839\u636e\u4ee5\u524d\u7684\u8f93\u51fa\u6765\u5b8c\u5584\u540e\u7eed\u884c\u52a8\uff0c\u4ece\u800c\u4f7f\u7528\u8ba4\u77e5\u67b6\u6784\u6765\u5b9e\u73b0\u5176\u6700\u7ec8\u76ee\u6807\u3002\u667a\u80fd\u4f53\u8ba4\u77e5\u67b6\u6784\u7684\u6838\u5fc3\u5728\u4e8e\u7f16\u6392\u5c42\uff0c\u8d1f\u8d23\u7ef4\u62a4\u8bb0\u5fc6\u3001\u72b6\u6001\u3001\u63a8\u7406\u548c\u8ba1\u5212\u3002\u5b83\u4f7f\u7528\u5feb\u901f\u53d1\u5c55\u7684\u63d0\u793a\u5de5\u7a0b\u9886\u57df\u548c\u76f8\u5173\u6846\u67b6\u6765\u6307\u5bfc\u63a8\u7406\u548c\u8ba1\u5212\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u66f4\u6709\u6548\u5730\u4e0e\u5176\u73af\u5883\u4ea4\u4e92\u5e76\u5b8c\u6210\u4efb\u52a1\u3002\u8bed\u8a00\u6a21\u578b\u7684\u63d0\u793a\u5de5\u7a0b\u6846\u67b6\u548c\u4efb\u52a1\u8ba1\u5212\u9886\u57df\u7684\u7814\u7a76\u6b63\u5728\u8fc5\u901f\u53d1\u5c55\uff0c\u4ea7\u751f\u4e86\u5404\u79cd\u6709\u524d\u9014\u7684\u65b9\u6cd5\u3002\u867d\u7136\u4e0d\u662f\u4e00\u4e2a\u8be6\u5c3d\u7684\u6e05\u5355\uff0c\u4f46\u4ee5\u4e0b\u662f\u622a\u81f3\u672c\u767d\u76ae\u4e66\u53d1\u5e03\u65f6\u4e00\u4e9b\u6700\u6d41\u884c\u7684\u6846\u67b6\u548c\u63a8\u7406\u6280\u672f\uff1a<\/p>\n<ul>\n<li>ReAct\uff0c\u4e00\u79cd\u63d0\u793a\u5de5\u7a0b\u6846\u67b6\uff0c\u4e3a\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u79cd\u601d\u7ef4\u8fc7\u7a0b\u7b56\u7565\uff0c\u4f7f\u5176\u80fd\u591f\u5bf9\u7528\u6237\u67e5\u8be2\u8fdb\u884c\u63a8\u7406\u5e76\u91c7\u53d6\u884c\u52a8\uff0c\u65e0\u8bba\u6709\u6ca1\u6709\u4e0a\u4e0b\u6587\u793a\u4f8b\u3002ReAct \u63d0\u793a\u5df2\u88ab\u8bc1\u660e\u4f18\u4e8e\u591a\u4e2a SOTA \u57fa\u7ebf\uff0c\u5e76\u63d0\u9ad8\u4e86\u4eba\u7c7b\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u7684\u53ef\u64cd\u4f5c\u6027\u548c\u53ef\u4fe1\u5ea6\u3002<\/li>\n<li>\u601d\u7ef4\u94fe (CoT)\uff0c\u4e00\u79cd\u63d0\u793a\u5de5\u7a0b\u6846\u67b6\uff0c\u901a\u8fc7\u4e2d\u95f4\u6b65\u9aa4\u5b9e\u73b0\u63a8\u7406\u80fd\u529b\u3002CoT \u6709\u5404\u79cd\u5b50\u6280\u672f\uff0c\u5305\u62ec\u81ea\u6d3d\u6027\u3001\u4e3b\u52a8\u63d0\u793a\u548c\u591a\u6a21\u6001 CoT\uff0c\u5b83\u4eec\u5404\u81ea\u6839\u636e\u5177\u4f53\u5e94\u7528\u5177\u6709\u4f18\u52bf\u548c\u52a3\u52bf\u3002<\/li>\n<li>\u601d\u7ef4\u6811 (ToT)\uff0c\u4e00\u79cd\u63d0\u793a\u5de5\u7a0b\u6846\u67b6\uff0c\u975e\u5e38\u9002\u5408\u63a2\u7d22\u6216\u6218\u7565\u524d\u77bb\u4efb\u52a1\u3002\u5b83\u6982\u62ec\u4e86\u601d\u7ef4\u94fe\u63d0\u793a\uff0c\u5e76\u5141\u8bb8\u6a21\u578b\u63a2\u7d22\u5404\u79cd\u601d\u7ef4\u94fe\uff0c\u8fd9\u4e9b\u601d\u7ef4\u94fe\u5145\u5f53\u4f7f\u7528\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u4e00\u822c\u95ee\u9898\u89e3\u51b3\u7684\u4e2d\u95f4\u6b65\u9aa4\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u667a\u80fd\u4f53\u53ef\u4ee5\u5229\u7528\u4e0a\u8ff0\u63a8\u7406\u6280\u672f\u4e4b\u4e00\u6216\u8bb8\u591a\u5176\u4ed6\u6280\u672f\u6765\u4e3a\u7ed9\u5b9a\u7684\u7528\u6237\u8bf7\u6c42\u9009\u62e9\u4e0b\u4e00\u4e2a\u6700\u4f73\u64cd\u4f5c\u3002\u4f8b\u5982\uff0c\u8ba9\u6211\u4eec\u8003\u8651\u4e00\u4e2a\u88ab\u7f16\u7a0b\u4e3a\u4f7f\u7528 <a href=\"https:\/\/www.kdjingpai.com\/en\/react\/\">ReAct<\/a> \u6846\u67b6\u4e3a\u7528\u6237\u67e5\u8be2\u9009\u62e9\u6b63\u786e\u64cd\u4f5c\u548c\u5de5\u5177\u7684\u667a\u80fd\u4f53\u3002\u4e8b\u4ef6\u7684\u987a\u5e8f\u53ef\u80fd\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n<ol>\n<li>\u7528\u6237\u5411\u667a\u80fd\u4f53\u53d1\u9001\u67e5\u8be2<\/li>\n<li>\u667a\u80fd\u4f53\u5f00\u59cb ReAct \u5e8f\u5217<\/li>\n<li>\u667a\u80fd\u4f53\u5411\u6a21\u578b\u63d0\u4f9b\u63d0\u793a\uff0c\u8981\u6c42\u5b83\u751f\u6210\u4e0b\u4e00\u4e2a ReAct<br \/>\n\u6b65\u9aa4\u4e4b\u4e00\u53ca\u5176\u76f8\u5e94\u7684\u8f93\u51fa\uff1a<br \/>\na. \u95ee\u9898\uff1a\u6765\u81ea\u7528\u6237\u67e5\u8be2\u7684\u8f93\u5165\u95ee\u9898\uff0c\u968f\u63d0\u793a\u4e00\u8d77\u63d0\u4f9b<br \/>\nb. \u601d\u8003\uff1a\u6a21\u578b\u5173\u4e8e\u4e0b\u4e00\u6b65\u5e94\u8be5\u505a\u4ec0\u4e48\u7684\u601d\u8003<br \/>\nc. \u64cd\u4f5c\uff1a\u6a21\u578b\u5173\u4e8e\u4e0b\u4e00\u6b65\u91c7\u53d6\u4ec0\u4e48\u884c\u52a8\u7684\u51b3\u5b9a<br \/>\ni. \u8fd9\u662f\u53ef\u4ee5\u9009\u62e9\u5de5\u5177\u7684\u5730\u65b9<br \/>\nii. \u4f8b\u5982\uff0c\u4e00\u4e2a\u64cd\u4f5c\u53ef\u4ee5\u662f [\u822a\u73ed\u3001\u641c\u7d22\u3001\u4ee3\u7801\u3001\u65e0]\uff0c\u5176\u4e2d\u524d3 \u4e2a\u4ee3\u8868\u6a21\u578b\u53ef\u4ee5\u9009\u62e9\u7684\u5df2\u77e5\u5de5\u5177\uff0c\u6700\u540e\u4e00\u4e2a\u4ee3\u8868\u201c\u65e0\u5de5\u5177\u9009\u62e9\u201d<br \/>\nd. \u64cd\u4f5c\u8f93\u5165\uff1a\u6a21\u578b\u5173\u4e8e\u5411\u5de5\u5177\u63d0\u4f9b\u54ea\u4e9b\u8f93\u5165\u7684\u51b3\u5b9a (\u5982\u679c\u6709)<br \/>\ne. \u89c2\u5bdf\uff1a\u64cd\u4f5c\/\u64cd\u4f5c\u8f93\u5165\u5e8f\u5217\u7684\u7ed3\u679c<br \/>\ni. \u8fd9\u79cd\u601d\u8003\/\u64cd\u4f5c\/\u64cd\u4f5c\u8f93\u5165\/\u89c2\u5bdf\u53ef\u4ee5\u6839\u636e\u9700\u8981\u91cd\u590d N \u6b21<br \/>\nf. \u6700\u7ec8\u7b54\u6848\uff1a\u6a21\u578b\u63d0\u4f9b\u7684\u539f\u59cb\u7528\u6237\u67e5\u8be2\u7684\u6700\u7ec8\u7b54\u6848<br \/>\n4. ReAct \u5faa\u73af\u7ed3\u675f\uff0c\u5e76\u5411\u7528\u6237\u63d0\u4f9b\u6700\u7ec8\u7b54\u6848 PS\uff1a<a href=\"https:\/\/www.kdjingpai.com\/react-2\/\">ReAct\u5b9e\u73b0\u903b\u8f91\u5b9e\u64cd<\/a><\/li>\n<\/ol>\n<div id=\"attachment_17262\" style=\"width: 905px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17262\" class=\"wp-image-17262 \" title=\"\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/e00006e51824d18.png\" alt=\"\u667a\u80fd\u4f53-1\" width=\"895\" height=\"526\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/e00006e51824d18.png 973w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/e00006e51824d18-300x176.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/e00006e51824d18-768x451.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/e00006e51824d18-18x12.png 18w\" sizes=\"auto, (max-width: 895px) 100vw, 895px\" \/><p id=\"caption-attachment-17262\" class=\"wp-caption-text\">\u56fe 2. \u5728\u7f16\u6392\u5c42\u4e2d\u4f7f\u7528 ReAct \u63a8\u7406\u7684\u793a\u4f8b\u667a\u80fd\u4f53<\/p><\/div>\n<p>\u5982\u56fe 2 \u6240\u793a\uff0c\u6a21\u578b\u3001\u5de5\u5177\u548c\u667a\u80fd\u4f53\u914d\u7f6e\u534f\u540c\u5de5\u4f5c\uff0c\u4ee5\u6839\u636e\u7528\u6237\u7684\u539f\u59cb\u67e5\u8be2\u5411\u7528\u6237\u63d0\u4f9b\u4e00\u4e2a\u6709\u6839\u636e\u7684\u3001\u7b80\u6d01\u7684\u54cd\u5e94\u3002\u867d\u7136\u6a21\u578b\u53ef\u4ee5\u6839\u636e\u5176\u5148\u9a8c\u77e5\u8bc6\u731c\u6d4b\u7b54\u6848 (\u4ea7\u751f\u5e7b\u89c9)\uff0c\u4f46\u5b83\u5374\u4f7f\u7528\u4e86\u5de5\u5177 (\u822a\u73ed)\u6765\u641c\u7d22\u5b9e\u65f6\u5916\u90e8\u4fe1\u606f\u3002\u8fd9\u4e9b\u989d\u5916\u7684\u4fe1\u606f\u88ab\u63d0\u4f9b\u7ed9\u6a21\u578b\uff0c\u4f7f\u5176\u80fd\u591f\u6839\u636e\u771f\u5b9e\u7684\u4e8b\u5b9e\u6570\u636e\u505a\u51fa\u66f4\u660e\u667a\u7684\u51b3\u7b56\uff0c\u5e76\u5c06\u8fd9\u4e9b\u4fe1\u606f\u6c47\u603b\u53cd\u9988\u7ed9\u7528\u6237\u3002<\/p>\n<p>\u603b\u800c\u8a00\u4e4b\uff0c\u667a\u80fd\u4f53\u54cd\u5e94\u7684\u8d28\u91cf\u53ef\u4ee5\u76f4\u63a5\u5173\u7cfb\u5230\u6a21\u578b\u5bf9\u8fd9\u4e9b\u5404\u79cd\u4efb\u52a1\u8fdb\u884c\u63a8\u7406\u548c\u64cd\u4f5c\u7684\u80fd\u529b\uff0c\u5305\u62ec\u9009\u62e9\u6b63\u786e\u5de5\u5177\u7684\u80fd\u529b\uff0c\u4ee5\u53ca\u5de5\u5177\u5b9a\u4e49\u7684\u5b8c\u5584\u7a0b\u5ea6\u3002\u5c31\u50cf\u53a8\u5e08\u7528\u65b0\u9c9c\u98df\u6750\u7cbe\u5fc3\u5236\u4f5c\u83dc\u80b4\u5e76\u5173\u6ce8\u987e\u5ba2\u7684\u53cd\u9988\u4e00\u6837\uff0c\u667a\u80fd\u4f53\u4f9d\u9760\u5408\u7406\u7684\u63a8\u7406\u548c\u53ef\u9760\u7684\u4fe1\u606f\u6765\u63d0\u4f9b\u6700\u4f73\u7ed3\u679c\u3002\u5728\u4e0b\u4e00\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8\u667a\u80fd\u4f53\u8fde\u63a5\u65b0\u9c9c\u6570\u636e\u7684\u5404\u79cd\u65b9\u5f0f\u3002<\/p>\n<h2>\u5de5\u5177\uff1a\u6211\u4eec\u901a\u5f80\u5916\u90e8\u4e16\u754c\u7684\u94a5\u5319<\/h2>\n<p>\u867d\u7136\u8bed\u8a00\u6a21\u578b\u64c5\u957f\u5904\u7406\u4fe1\u606f\uff0c\u4f46\u5b83\u4eec\u7f3a\u4e4f\u76f4\u63a5\u611f\u77e5\u548c\u5f71\u54cd\u73b0\u5b9e\u4e16\u754c\u7684\u80fd\u529b\u3002\u8fd9\u9650\u5236\u4e86\u5b83\u4eec\u5728\u9700\u8981\u4e0e\u5916\u90e8\u7cfb\u7edf\u6216\u6570\u636e\u4ea4\u4e92\u7684\u60c5\u51b5\u4e0b\u7684\u5b9e\u7528\u6027\u3002\u8fd9\u610f\u5473\u7740\uff0c\u5728\u67d0\u79cd\u610f\u4e49\u4e0a\uff0c\u8bed\u8a00\u6a21\u578b\u7684\u597d\u574f\u53d6\u51b3\u4e8e\u5b83\u4ece\u8bad\u7ec3\u6570\u636e\u4e2d\u5b66\u5230\u7684\u4e1c\u897f\u3002\u4f46\u662f\uff0c\u65e0\u8bba\u6211\u4eec\u5411\u6a21\u578b\u8f93\u5165\u591a\u5c11\u6570\u636e\uff0c\u5b83\u4eec\u4ecd\u7136\u7f3a\u4e4f\u4e0e\u5916\u90e8\u4e16\u754c\u4ea4\u4e92\u7684\u57fa\u672c\u80fd\u529b\u3002\u90a3\u4e48\uff0c\u6211\u4eec\u5982\u4f55\u624d\u80fd\u4f7f\u6211\u4eec\u7684\u6a21\u578b\u5177\u6709\u4e0e\u5916\u90e8\u7cfb\u7edf\u8fdb\u884c\u5b9e\u65f6\u3001\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u4ea4\u4e92\u7684\u80fd\u529b\u5462\uff1f\u51fd\u6570\u3001\u6269\u5c55\u3001\u6570\u636e\u5b58\u50a8\u548c\u63d2\u4ef6\u90fd\u662f\u4e3a\u6a21\u578b\u63d0\u4f9b\u8fd9\u79cd\u5173\u952e\u80fd\u529b\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u867d\u7136\u5b83\u4eec\u6709\u8bb8\u591a\u540d\u79f0\uff0c\u4f46\u5de5\u5177\u662f\u5728\u6211\u4eec\u7684\u57fa\u7840\u6a21\u578b\u548c\u5916\u90e8\u4e16\u754c\u4e4b\u95f4\u5efa\u7acb\u8054\u7cfb\u7684\u7ebd\u5e26\u3002\u8fd9\u79cd\u4e0e\u5916\u90e8\u7cfb\u7edf\u548c\u6570\u636e\u7684\u8fde\u63a5\u4f7f\u6211\u4eec\u7684\u667a\u80fd\u4f53\u80fd\u591f\u6267\u884c\u5404\u79cd\u5404\u6837\u7684\u4efb\u52a1\uff0c\u5e76\u4e14\u66f4\u52a0\u51c6\u786e\u548c\u53ef\u9760\u3002\u4f8b\u5982\uff0c\u5de5\u5177\u53ef\u4ee5\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u8c03\u6574\u667a\u80fd\u5bb6\u5c45\u8bbe\u7f6e\u3001\u66f4\u65b0\u65e5\u5386\u3001\u4ece\u6570\u636e\u5e93\u4e2d\u83b7\u53d6\u7528\u6237\u4fe1\u606f\u6216\u6839\u636e\u4e00\u7ec4\u7279\u5b9a\u7684\u6307\u4ee4\u53d1\u9001\u7535\u5b50\u90ae\u4ef6\u3002<\/p>\n<p>\u622a\u81f3\u672c\u767d\u76ae\u4e66\u53d1\u5e03\u4e4b\u65e5\uff0cGoogle \u6a21\u578b\u80fd\u591f\u4e0e\u4e4b\u4ea4\u4e92\u7684\u4e3b\u8981\u5de5\u5177\u7c7b\u578b\u6709\u4e09\u79cd\uff1a\u6269\u5c55\u3001\u51fd\u6570\u548c\u6570\u636e\u5b58\u50a8\u3002\u901a\u8fc7\u4e3a\u667a\u80fd\u4f53\u914d\u5907\u5de5\u5177\uff0c\u6211\u4eec\u91ca\u653e\u4e86\u5b83\u4eec\u4e0d\u4ec5\u53ef\u4ee5\u7406\u89e3\u4e16\u754c\u800c\u4e14\u53ef\u4ee5\u5bf9\u5176\u91c7\u53d6\u884c\u52a8\u7684\u5de8\u5927\u6f5c\u529b\uff0c\u4e3a\u65e0\u6570\u65b0\u7684\u5e94\u7528\u548c\u53ef\u80fd\u6027\u6253\u5f00\u4e86\u5927\u95e8\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u6269\u5c55<\/h3>\n<p>\u7406\u89e3\u6269\u5c55\u7684\u6700\u7b80\u5355\u65b9\u6cd5\u662f\u5c06\u5b83\u4eec\u89c6\u4e3a\u4ee5\u6807\u51c6\u5316\u65b9\u5f0f\u5f25\u5408API \u548c\u667a\u80fd\u4f53\u4e4b\u95f4\u5dee\u8ddd\u7684\u6865\u6881\uff0c\u5141\u8bb8\u667a\u80fd\u4f53\u65e0\u7f1d\u6267\u884c API\u800c\u4e0d\u7ba1\u5176\u5e95\u5c42\u5b9e\u73b0\u5982\u4f55\u3002\u5047\u8bbe\u60a8\u6784\u5efa\u4e86\u4e00\u4e2a\u667a\u80fd\u4f53\uff0c\u5176\u76ee\u6807\u662f\u5e2e\u52a9\u7528\u6237\u9884\u8ba2\u822a\u73ed\u3002\u60a8\u77e5\u9053\u60a8\u60f3\u4f7f\u7528 Google Flights API \u6765\u68c0\u7d22\u822a\u73ed\u4fe1\u606f\uff0c\u4f46\u60a8\u4e0d\u786e\u5b9a\u5982\u4f55\u8ba9\u60a8\u7684\u667a\u80fd\u4f53\u8c03\u7528\u6b64API \u7aef\u70b9\u3002<\/p>\n<div id=\"attachment_17263\" style=\"width: 571px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17263\" class=\"wp-image-17263 size-full\" title=\"\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6a373f3592b97af.png\" alt=\"\u667a\u80fd\u4f53-1\" width=\"561\" height=\"81\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6a373f3592b97af.png 561w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6a373f3592b97af-300x43.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6a373f3592b97af-18x3.png 18w\" sizes=\"auto, (max-width: 561px) 100vw, 561px\" \/><p id=\"caption-attachment-17263\" class=\"wp-caption-text\">\u56fe 3. \u667a\u80fd\u4f53\u5982\u4f55\u4e0e\u5916\u90e8 API \u4ea4\u4e92\uff1f<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u4e00\u79cd\u65b9\u6cd5\u53ef\u80fd\u662f\u5b9e\u73b0\u81ea\u5b9a\u4e49\u4ee3\u7801\uff0c\u8be5\u4ee3\u7801\u5c06\u63a5\u6536\u4f20\u5165\u7684\u7528\u6237\u67e5\u8be2\uff0c\u89e3\u6790\u67e5\u8be2\u4ee5\u83b7\u53d6\u76f8\u5173\u4fe1\u606f\uff0c\u7136\u540e\u8fdb\u884c API \u8c03\u7528\u3002\u4f8b\u5982\uff0c\u5728\u822a\u73ed\u9884\u8ba2\u7528\u4f8b\u4e2d\uff0c\u7528\u6237\u53ef\u80fd\u4f1a\u8bf4\u201c\u6211\u60f3\u9884\u8ba2\u4ece\u5965\u65af\u6c40\u5230\u82cf\u9ece\u4e16\u7684\u822a\u73ed\u3002\u201d\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u7684\u81ea\u5b9a\u4e49\u4ee3\u7801\u89e3\u51b3\u65b9\u6848\u5c06\u9700\u8981\u4ece\u7528\u6237\u67e5\u8be2\u4e2d\u63d0\u53d6\u201c\u5965\u65af\u6c40\u201d\u548c\u201c\u82cf\u9ece\u4e16\u201d\u4f5c\u4e3a\u76f8\u5173\u5b9e\u4f53\uff0c\u7136\u540e\u624d\u80fd\u5c1d\u8bd5\u8fdb\u884c API \u8c03\u7528\u3002\u4f46\u662f\uff0c\u5982\u679c\u7528\u6237\u8bf4\u201c\u6211\u60f3\u9884\u8ba2\u98de\u5f80\u82cf\u9ece\u4e16\u7684\u822a\u73ed\u201d\u800c\u6ca1\u6709\u63d0\u4f9b\u51fa\u53d1\u57ce\u5e02\uff0c\u4f1a\u53d1\u751f\u4ec0\u4e48\u60c5\u51b5\u5462\uff1f\u5728\u6ca1\u6709\u6240\u9700\u6570\u636e\u7684\u60c5\u51b5\u4e0b\uff0cAPI \u8c03\u7528\u5c06\u5931\u8d25\uff0c\u5e76\u4e14\u9700\u8981\u5b9e\u73b0\u66f4\u591a\u4ee3\u7801\u624d\u80fd\u6355\u83b7\u6b64\u7c7b\u8fb9\u7f18\u548c\u6781\u7aef\u60c5\u51b5\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u53ef\u6269\u5c55\uff0c\u5e76\u4e14\u5728\u4efb\u4f55\u8d85\u51fa\u5df2\u5b9e\u73b0\u81ea\u5b9a\u4e49\u4ee3\u7801\u8303\u56f4\u7684\u60c5\u51b5\u4e0b\u90fd\u53ef\u80fd\u8f7b\u6613\u5931\u8d25\u3002<\/p>\n<p>\u66f4\u53ef\u9760\u7684\u65b9\u6cd5\u662f\u4f7f\u7528\u6269\u5c55\u3002\u6269\u5c55\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u5f25\u5408\u4e86\u667a\u80fd\u4f53\u548c API \u4e4b\u95f4\u7684\u5dee\u8ddd\uff1a<\/p>\n<ol>\n<li>\u4f7f\u7528\u793a\u4f8b\u6559\u5bfc\u667a\u80fd\u4f53\u5982\u4f55\u4f7f\u7528 API \u7aef\u70b9\u3002<\/li>\n<li>\u6559\u5bfc\u667a\u80fd\u4f53\u6210\u529f\u8c03\u7528 API\u7aef\u70b9\u9700\u8981\u54ea\u4e9b\u53c2\u6570\u3002<\/li>\n<\/ol>\n<div id=\"attachment_17264\" style=\"width: 970px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17264\" class=\"wp-image-17264 size-full\" title=\"\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f78ec225ab9f6a9.png\" alt=\"\u667a\u80fd\u4f53-1\" width=\"960\" height=\"265\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f78ec225ab9f6a9.png 960w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f78ec225ab9f6a9-300x83.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f78ec225ab9f6a9-768x212.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f78ec225ab9f6a9-18x5.png 18w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><p id=\"caption-attachment-17264\" class=\"wp-caption-text\">\u56fe 4. \u6269\u5c55\u5c06\u667a\u80fd\u4f53\u8fde\u63a5\u5230\u5916\u90e8 API<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u6269\u5c55\u53ef\u4ee5\u72ec\u7acb\u4e8e\u667a\u80fd\u4f53\u8fdb\u884c\u6784\u5efa\uff0c\u4f46\u5e94\u4f5c\u4e3a\u667a\u80fd\u4f53\u914d\u7f6e\u7684\u4e00\u90e8\u5206\u63d0\u4f9b\u3002\u667a\u80fd\u4f53\u5728\u8fd0\u884c\u65f6\u4f7f\u7528\u6a21\u578b\u548c\u793a\u4f8b\u6765\u51b3\u5b9a\u54ea\u4e2a\u6269\u5c55 (\u5982\u679c\u6709) \u9002\u5408\u89e3\u51b3\u7528\u6237\u7684\u67e5\u8be2\u3002\u8fd9\u7a81\u51fa\u4e86\u6269\u5c55\u7684\u4e00\u4e2a\u5173\u952e\u4f18\u52bf\uff0c\u5373\u5b83\u4eec\u7684\u5185\u7f6e\u793a\u4f8b\u7c7b\u578b\uff0c\u5141\u8bb8\u667a\u80fd\u4f53\u52a8\u6001\u9009\u62e9\u6700\u9002\u5408\u8be5\u4efb\u52a1\u7684\u6269\u5c55\u3002<\/p>\n<div id=\"attachment_17265\" style=\"width: 1020px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17265\" class=\"wp-image-17265 size-full\" title=\"\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/3f2dcfe165ca90f.png\" alt=\"\u667a\u80fd\u4f53-1\" width=\"1010\" height=\"184\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/3f2dcfe165ca90f.png 1010w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/3f2dcfe165ca90f-300x55.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/3f2dcfe165ca90f-768x140.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/3f2dcfe165ca90f-18x3.png 18w\" sizes=\"auto, (max-width: 1010px) 100vw, 1010px\" \/><p id=\"caption-attachment-17265\" class=\"wp-caption-text\">\u56fe 5. \u667a\u80fd\u4f53\u3001\u6269\u5c55\u548c API \u4e4b\u95f4\u7684 1 \u5bf9\u591a\u5173\u7cfb<\/p><\/div>\n<p>\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3\uff1a\u8f6f\u4ef6\u5f00\u53d1\u4eba\u5458\u5728\u89e3\u51b3\u7528\u6237\u95ee\u9898\u65f6\u51b3\u5b9a\u4f7f\u7528\u54ea\u4e2a API \u7aef\u70b9\u3002\u5982\u679c\u7528\u6237\u60f3\u9884\u8ba2\u822a\u73ed\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u80fd\u4f1a\u4f7f\u7528 Google Flights API\u3002\u5982\u679c\u7528\u6237\u60f3\u77e5\u9053\u76f8\u5bf9\u4e8e\u4ed6\u4eec\u6240\u5728\u4f4d\u7f6e\u6700\u8fd1\u7684\u5496\u5561\u5e97\u5728\u54ea\u91cc\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u80fd\u4f1a\u4f7f\u7528 Google Maps API\u3002\u4ee5\u540c\u6837\u7684\u65b9\u5f0f\uff0c\u667a\u80fd\u4f53\/\u6a21\u578b\u5806\u6808\u4f7f\u7528\u4e00\u7ec4\u5df2\u77e5\u7684\u6269\u5c55\u6765\u51b3\u5b9a\u54ea\u4e00\u4e2a\u6700\u9002\u5408\u7528\u6237\u7684\u67e5\u8be2\u3002\u5982\u679c\u60a8\u60f3\u67e5\u770b\u6269\u5c55\u7684\u5b9e\u9645\u5e94\u7528\uff0c\u60a8\u53ef\u4ee5\u5728 <a href=\"https:\/\/www.kdjingpai.com\/en\/geminibardgubu\/\">Gemini<\/a> \u5e94\u7528\u7a0b\u5e8f\u4e0a\u8bd5\u7528\u5b83\u4eec\uff0c\u65b9\u6cd5\u662f\u8f6c\u5230\u201c\u8bbe\u7f6e\u201d&gt;\u201c\u6269\u5c55\u201d\uff0c\u7136\u540e\u542f\u7528\u4efb\u4f55\u60a8\u60f3\u6d4b\u8bd5\u7684\u6269\u5c55\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u542f\u7528 Google Flights \u6269\u5c55\uff0c\u7136\u540e\u8be2\u95eeGemini\u201c\u663e\u793a\u4e0b\u5468\u4e94\u4ece\u5965\u65af\u6c40\u98de\u5f80\u82cf\u9ece\u4e16\u7684\u822a\u73ed\u201d\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>\u793a\u4f8b\u6269\u5c55<\/h4>\n<p>\u4e3a\u4e86\u7b80\u5316\u6269\u5c55\u7684\u4f7f\u7528\uff0cGoogle \u63d0\u4f9b\u4e86\u4e00\u4e9b\u5f00\u7bb1\u5373\u7528\u7684\u6269\u5c55\uff0c\u53ef\u4ee5\u5feb\u901f\u5bfc\u5165\u5230\u60a8\u7684\u9879\u76ee\u4e2d\uff0c\u5e76\u4e14\u53ea\u9700\u6700\u5c11\u7684\u914d\u7f6e\u5373\u53ef\u4f7f\u7528\u3002\u4f8b\u5982\uff0c\u4ee3\u7801\u7247\u6bb5 1 \u4e2d\u7684\u4ee3\u7801\u89e3\u91ca\u5668\u6269\u5c55\u5141\u8bb8\u60a8\u4ece\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4e2d\u751f\u6210\u548c\u8fd0\u884c Python \u4ee3\u7801\u3002<\/p>\n<p><strong>Python<\/strong><\/p>\n<pre><code>import vertexai\r\nimport pprint\r\nPROJECT_ID = \"YOUR_PROJECT_ID\"\r\nREGION = \"us-central1\"\r\nvertexai.init(project=PROJECT_ID, location=REGION)\r\nfrom vertexai.preview.extensions import Extension\r\nextension_code_interpreter = Extension.from_hub(\"code_interpreter\")\r\nCODE_QUERY = \"\"\"Write a python method to invert a binary tree in O(n) time.\"\"\"\r\nresponse = extension_code_interpreter.execute(\r\noperation_id = \"generate_and_execute\",\r\noperation_params = {\"query\": CODE_QUERY}\r\n)\r\nprint(\"Generated Code:\")\r\npprint.pprint({response['generated_code']})\r\n# The above snippet will generate the following code.\r\n# Generated Code:\r\n# class TreeNode:\r\n#     def __init__(self, val=0, left=None, right=None):\r\n#         self.val = val\r\n#         self.left = left\r\n#         self.right = right\r\n<\/code><\/pre>\n<p><strong>Python<\/strong><\/p>\n<pre><code>def invert_binary_tree(root):\r\n\"\"\"\r\nInverts a binary tree.\r\nArgs:\r\nroot: The root of the binary tree.\r\nReturns:\r\nThe root of the inverted binary tree.\r\n\"\"\"\r\nif not root:\r\nreturn None\r\n# Swap the left and right children recursively\r\nroot.left, root.right = \\\r\ninvert_binary_tree(root.right), invert_binary_tree(root.left)\r\nreturn root\r\n# Example usage:\r\n# Construct a sample binary tree\r\n#     4\r\n#    \/ \\\r\n#   2   7\r\n#  \/ \\ \/ \\\r\n# 1  3 6  9\r\nroot = TreeNode(4)\r\nroot.left = TreeNode(2)\r\nroot.right = TreeNode(7)\r\nroot.left.left = TreeNode(1)\r\nroot.left.right = TreeNode(3)\r\nroot.right.left = TreeNode(6)\r\nroot.right.right = TreeNode(9)\r\n# Invert the binary tree\r\ninverted_root = invert_binary_tree(root)\r\n<\/code><\/pre>\n<p>\u4ee3\u7801\u7247\u6bb5 1. \u4ee3\u7801\u89e3\u91ca\u5668\u6269\u5c55\u53ef\u4ee5\u751f\u6210\u548c\u8fd0\u884c Python \u4ee3\u7801<\/p>\n<p>\u603b\u800c\u8a00\u4e4b\uff0c\u6269\u5c55\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u4e00\u79cd\u611f\u77e5\u3001\u4ea4\u4e92\u548c\u5f71\u54cd\u5916\u90e8\u4e16\u754c\u7684\u591a\u79cd\u65b9\u5f0f\u3002\u8fd9\u4e9b\u6269\u5c55\u7684\u9009\u62e9\u548c\u8c03\u7528\u7531\u793a\u4f8b\u7684\u4f7f\u7528\u6307\u5bfc\uff0c\u6240\u6709\u8fd9\u4e9b\u90fd\u5b9a\u4e49\u4e3a\u6269\u5c55\u914d\u7f6e\u7684\u4e00\u90e8\u5206\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u51fd\u6570<\/h3>\n<p>\u5728\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\uff0c\u51fd\u6570\u88ab\u5b9a\u4e49\u4e3a\u81ea\u5305\u542b\u7684\u4ee3\u7801\u6a21\u5757\uff0c\u7528\u4e8e\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\uff0c\u5e76\u4e14\u53ef\u4ee5\u6839\u636e\u9700\u8981\u91cd\u590d\u4f7f\u7528\u3002\u5f53\u8f6f\u4ef6\u5f00\u53d1\u4eba\u5458\u7f16\u5199\u7a0b\u5e8f\u65f6\uff0c\u4ed6\u4eec\u901a\u5e38\u4f1a\u521b\u5efa\u8bb8\u591a\u51fd\u6570\u6765\u6267\u884c\u5404\u79cd\u4efb\u52a1\u3002\u4ed6\u4eec\u8fd8\u5c06\u5b9a\u4e49\u8c03\u7528 function_a \u4e0e function_b \u7684\u903b\u8f91\uff0c\u4ee5\u53ca\u9884\u671f\u7684\u8f93\u5165\u548c\u8f93\u51fa\u3002<\/p>\n<p>\u51fd\u6570\u5728\u667a\u80fd\u4f53\u9886\u57df\u7684\u5de5\u4f5c\u65b9\u5f0f\u975e\u5e38\u76f8\u4f3c\uff0c\u4f46\u6211\u4eec\u53ef\u4ee5\u7528\u6a21\u578b\u4ee3\u66ff\u8f6f\u4ef6\u5f00\u53d1\u4eba\u5458\u3002\u6a21\u578b\u53ef\u4ee5\u91c7\u7528\u4e00\u7ec4\u5df2\u77e5\u51fd\u6570\uff0c\u5e76\u6839\u636e\u5176\u89c4\u8303\u51b3\u5b9a\u4f55\u65f6\u4f7f\u7528\u6bcf\u4e2a\u51fd\u6570\u4ee5\u53ca\u51fd\u6570\u9700\u8981\u54ea\u4e9b\u53c2\u6570\u3002\u51fd\u6570\u4e0e\u6269\u5c55\u5728\u51e0\u4e2a\u65b9\u9762\u6709\u6240\u4e0d\u540c\uff0c\u6700\u663e\u8457\u7684\u662f\uff1a<\/p>\n<ol>\n<li>\u6a21\u578b\u8f93\u51fa\u51fd\u6570\u53ca\u5176\u53c2\u6570\uff0c\u4f46\u4e0d\u8fdb\u884c\u5b9e\u65f6\u7684 API \u8c03\u7528\u3002<\/li>\n<li>\u51fd\u6570\u5728\u5ba2\u6237\u7aef\u6267\u884c\uff0c\u800c\u6269\u5c55\u5728\u667a\u80fd\u4f53\u7aef\u6267\u884c\u3002<br \/>\n\u518d\u6b21\u4f7f\u7528\u6211\u4eec\u7684 Google Flights \u793a\u4f8b\uff0c\u51fd\u6570\u7684\u7b80\u5355\u8bbe\u7f6e\u53ef\u80fd\u5982\u56fe 7 \u6240\u793a\u3002<\/li>\n<\/ol>\n<div id=\"attachment_17266\" style=\"width: 1019px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17266\" class=\"wp-image-17266 size-full\" title=\"\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/557b4e31d91ebad.png\" alt=\"\u667a\u80fd\u4f53-1\" width=\"1009\" height=\"278\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/557b4e31d91ebad.png 1009w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/557b4e31d91ebad-300x83.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/557b4e31d91ebad-768x212.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/557b4e31d91ebad-18x5.png 18w\" sizes=\"auto, (max-width: 1009px) 100vw, 1009px\" \/><p id=\"caption-attachment-17266\" class=\"wp-caption-text\">\u56fe 7. \u51fd\u6570\u5982\u4f55\u4e0e\u5916\u90e8 API \u4ea4\u4e92\uff1f<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u8bf7\u6ce8\u610f\uff0c\u8fd9\u91cc\u7684\u4e3b\u8981\u533a\u522b\u5728\u4e8e\u51fd\u6570\u548c\u667a\u80fd\u4f53\u90fd\u4e0d\u4f1a\u76f4\u63a5\u4e0eGoogle Flights API \u4ea4\u4e92\u3002\u90a3\u4e48 API \u8c03\u7528\u5b9e\u9645\u4e0a\u662f\u5982\u4f55\u53d1\u751f\u7684\u5462\uff1f<\/p>\n<p>\u4f7f\u7528\u51fd\u6570\u65f6\uff0c\u8c03\u7528\u5b9e\u9645 API \u7aef\u70b9\u7684\u903b\u8f91\u548c\u6267\u884c\u88ab\u4ece\u667a\u80fd\u4f53\u8f6c\u79fb\u5230\u5ba2\u6237\u7aef\u5e94\u7528\u7a0b\u5e8f\uff0c\u5982\u4e0b\u9762\u7684\u56fe 8 \u548c\u56fe 9 \u6240\u793a\u3002\u8fd9\u4e3a\u5f00\u53d1\u4eba\u5458\u63d0\u4f9b\u4e86\u5bf9\u5e94\u7528\u7a0b\u5e8f\u4e2d\u6570\u636e\u6d41\u7684\u66f4\u7cbe\u7ec6\u7684\u63a7\u5236\u3002\u5f00\u53d1\u4eba\u5458\u53ef\u80fd\u9009\u62e9\u4f7f\u7528\u51fd\u6570\u800c\u4e0d\u662f\u6269\u5c55\u7684\u539f\u56e0\u6709\u5f88\u591a\uff0c\u4f46\u4e00\u4e9b\u5e38\u89c1\u7684\u7528\u4f8b\u662f\uff1a<\/p>\n<ul>\n<li>\u9700\u8981\u5728\u5e94\u7528\u7a0b\u5e8f\u5806\u6808\u7684\u53e6\u4e00\u4e2a\u5c42\u7ea7\u8c03\u7528 API\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u5728\u4ee3\u7406\u67b6\u6784\u6d41\u7a0b\u4e2d\u8c03\u7528\uff08\u4f8b\u5982\uff0c\u4f7f\u7528\u4e2d\u95f4\u4ef6\u7cfb\u7edf\u3001\u524d\u7aef\u6846\u67b6\u7b49\uff09\u3002<\/li>\n<li>\u5b89\u5168\u6027\u6216\u8eab\u4efd\u9a8c\u8bc1\u7684\u9650\u5236\uff0c\u5bfc\u81f4\u4ee3\u7406\u65e0\u6cd5\u76f4\u63a5\u8c03\u7528 API\uff08\u4f8b\u5982\uff0cAPI \u672a\u66b4\u9732\u4e8e\u4e92\u8054\u7f51\uff0c\u6216\u8005\u4ee3\u7406\u57fa\u7840\u8bbe\u65bd\u65e0\u6cd5\u8bbf\u95ee API\uff09\u3002<\/li>\n<li>\u65f6\u95f4\u6216\u64cd\u4f5c\u987a\u5e8f\u7684\u9650\u5236\uff0c\u5bfc\u81f4\u4ee3\u7406\u65e0\u6cd5\u5b9e\u65f6\u8c03\u7528 API\uff08\u4f8b\u5982\uff0c\u6279\u91cf\u64cd\u4f5c\u3001\u4eba\u5de5\u5ba1\u6838\u6d41\u7a0b\u7b49\uff09\u3002<\/li>\n<li>\u9700\u8981\u5bf9 API \u54cd\u5e94\u8fdb\u884c\u989d\u5916\u7684\u6570\u636e\u8f6c\u6362\u903b\u8f91\uff0c\u800c\u4ee3\u7406\u65e0\u6cd5\u6267\u884c\u3002\u4f8b\u5982\uff0c\u67d0\u4e9b API \u7aef\u70b9\u4e0d\u63d0\u4f9b\u9650\u5236\u8fd4\u56de\u7ed3\u679c\u6570\u91cf\u7684\u8fc7\u6ee4\u673a\u5236\u3002\u5728\u5ba2\u6237\u7aef\u4f7f\u7528\u51fd\u6570\u4e3a\u5f00\u53d1\u4eba\u5458\u63d0\u4f9b\u4e86\u989d\u5916\u7684\u673a\u4f1a\u6765\u5b8c\u6210\u8fd9\u4e9b\u8f6c\u6362\u3002<\/li>\n<li>\u5f00\u53d1\u4eba\u5458\u5e0c\u671b\u5728\u4e0d\u4e3a API \u7aef\u70b9\u90e8\u7f72\u989d\u5916\u57fa\u7840\u8bbe\u65bd\u7684\u60c5\u51b5\u4e0b\u8fed\u4ee3\u4ee3\u7406\u5f00\u53d1\uff08\u4f8b\u5982\uff0c\u51fd\u6570\u8c03\u7528\u53ef\u4ee5\u4f5c\u4e3a API \u7684\u201c\u6869\u6a21\u62df\u201d\uff09\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u867d\u7136\u4ece\u5185\u90e8\u67b6\u6784\u4e0a\u770b\uff0c\u4e24\u79cd\u65b9\u6cd5\u7684\u5dee\u5f02\u5982\u56fe 8 \u6240\u793a\u8f83\u4e3a\u7ec6\u5fae\uff0c\u4f46\u51fd\u6570\u8c03\u7528\u63d0\u4f9b\u4e86\u989d\u5916\u7684\u63a7\u5236\u80fd\u529b\uff0c\u5e76\u51cf\u5c11\u4e86\u5bf9\u5916\u90e8\u57fa\u7840\u8bbe\u65bd\u7684\u4f9d\u8d56\uff0c\u4f7f\u5176\u6210\u4e3a\u5f00\u53d1\u4eba\u5458\u7684\u4e00\u4e2a\u6709\u5438\u5f15\u529b\u7684\u9009\u9879\u3002<\/p>\n<div id=\"attachment_17267\" style=\"width: 911px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17267\" class=\"wp-image-17267 size-full\" title=\"\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c714c6eabc464b1.png\" alt=\"\u667a\u80fd\u4f53-1\" width=\"901\" height=\"372\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c714c6eabc464b1.png 901w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c714c6eabc464b1-300x124.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c714c6eabc464b1-768x317.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c714c6eabc464b1-18x7.png 18w\" sizes=\"auto, (max-width: 901px) 100vw, 901px\" \/><p id=\"caption-attachment-17267\" class=\"wp-caption-text\">\u56fe 8. \u63cf\u8ff0\u6269\u5c55\u548c\u51fd\u6570\u8c03\u7528\u7684\u5ba2\u6237\u7aef\u4e0e\u667a\u80fd\u4f53\u7aef\u63a7\u5236<\/p><\/div>\n<p>&nbsp;<\/p>\n<h4>\u7528\u4f8b<\/h4>\n<p>\u6a21\u578b\u53ef\u4ee5\u7528\u6765\u8c03\u7528\u51fd\u6570\uff0c\u4ee5\u4fbf\u4e3a\u6700\u7ec8\u7528\u6237\u5904\u7406\u590d\u6742\u7684\u5ba2\u6237\u7aef\u6267\u884c\u6d41\u7a0b\uff0c\u5176\u4e2d\u667a\u80fd\u4f53\u5f00\u53d1\u4eba\u5458\u53ef\u80fd\u4e0d\u5e0c\u671b\u8bed\u8a00\u6a21\u578b\u7ba1\u7406 API \u6267\u884c (\u5c31\u50cf\u4f7f\u7528\u6269\u5c55\u4e00\u6837)\u3002\u8ba9\u6211\u4eec\u8003\u8651\u4ee5\u4e0b\u793a\u4f8b\uff0c\u5176\u4e2d\u4e00\u4e2a\u667a\u80fd\u4f53\u88ab\u8bad\u7ec3\u6210\u4e00\u4e2a\u65c5\u884c\u793c\u5bbe\u5458\uff0c\u4e0e\u60f3\u8981\u9884\u8ba2\u5ea6\u5047\u65c5\u884c\u7684\u7528\u6237\u8fdb\u884c\u4ea4\u4e92\u3002\u76ee\u6807\u662f\u8ba9\u667a\u80fd\u4f53\u751f\u6210\u4e00\u4e2a\u57ce\u5e02\u5217\u8868\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u6211\u4eec\u7684\u4e2d\u95f4\u4ef6\u5e94\u7528\u7a0b\u5e8f\u4e2d\u4f7f\u7528\u8fd9\u4e9b\u57ce\u5e02\u6765\u4e0b\u8f7d\u56fe\u50cf\u3001\u6570\u636e\u7b49\uff0c\u4ee5\u4f9b\u7528\u6237\u8fdb\u884c\u65c5\u884c\u8ba1\u5212\u3002\u7528\u6237\u53ef\u80fd\u4f1a\u8bf4\uff1a<\/p>\n<p>\u6211\u60f3\u548c\u5bb6\u4eba\u4e00\u8d77\u53bb\u6ed1\u96ea\u65c5\u884c\uff0c\u4f46\u4e0d\u786e\u5b9a\u53bb\u54ea\u91cc\u3002<\/p>\n<p>\u5728\u6a21\u578b\u7684\u5178\u578b\u63d0\u793a\u4e2d\uff0c\u8f93\u51fa\u53ef\u80fd\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662f\u53ef\u4ee5\u8003\u8651\u8fdb\u884c\u5bb6\u5ead\u6ed1\u96ea\u65c5\u884c\u7684\u57ce\u5e02\u5217\u8868\uff1a<\/p>\n<ul>\n<li>\u7f8e\u56fd\u79d1\u7f57\u62c9\u591a\u5dde\u514b\u96f7\u65af\u7279\u5fb7\u6bd4\u7279<\/li>\n<li>\u52a0\u62ff\u5927\u4e0d\u5217\u98a0\u54e5\u4f26\u6bd4\u4e9a\u7701\u60e0\u65af\u52d2<\/li>\n<li>\u745e\u58eb\u91c7\u5c14\u9a6c\u7279<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u867d\u7136\u4e0a\u9762\u7684\u8f93\u51fa\u5305\u542b\u6211\u4eec\u9700\u8981\u7684\u6570\u636e (\u57ce\u5e02\u540d\u79f0)\uff0c\u4f46\u8be5\u683c\u5f0f\u5e76\u4e0d\u9002\u5408\u89e3\u6790\u3002\u901a\u8fc7\u51fd\u6570\u8c03\u7528\uff0c\u6211\u4eec\u53ef\u4ee5\u6559\u4f1a\u6a21\u578b\u4ee5\u7ed3\u6784\u5316\u6837\u5f0f (\u5982 JSON) \u683c\u5f0f\u5316\u6b64\u8f93\u51fa\uff0c\u8fd9\u66f4\u65b9\u4fbf\u53e6\u4e00\u4e2a\u7cfb\u7edf\u89e3\u6790\u3002\u7ed9\u5b9a\u6765\u81ea\u7528\u6237\u7684\u76f8\u540c\u8f93\u5165\u63d0\u793a\uff0c\u6765\u81ea\u51fd\u6570\u7684\u793a\u4f8b JSON \u8f93\u51fa\u53ef\u80fd\u5982\u4ee3\u7801\u7247\u6bb55 \u6240\u793a\u3002<\/p>\n<p><strong>\u672a\u8bbe\u7f6e<\/strong><\/p>\n<pre><code>function_call {\r\nname: \"display_cities\"\r\nargs: {\r\n\"cities\": [\"Crested Butte\", \"Whistler\", \"Zermatt\"],\r\n\"preferences\": \"skiing\"\r\n}\r\n}\r\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p>\u4ee3\u7801\u7247\u6bb5 5. \u7528\u4e8e\u663e\u793a\u57ce\u5e02\u5217\u8868\u548c\u7528\u6237\u504f\u597d\u7684\u793a\u4f8b\u51fd\u6570\u8c03\u7528\u8d1f\u8f7d\u6b64 JSON \u8d1f\u8f7d\u7531\u6a21\u578b\u751f\u6210\uff0c\u7136\u540e\u53d1\u9001\u5230\u6211\u4eec\u7684\u5ba2\u6237\u7aef\u670d\u52a1\u5668\uff0c\u4ee5\u6267\u884c\u6211\u4eec\u5e0c\u671b\u5bf9\u5176\u6267\u884c\u7684\u4efb\u4f55\u64cd\u4f5c\u3002\u5728\u8fd9\u79cd\u7279\u5b9a\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5c06\u8c03\u7528 Google Places API\u83b7\u53d6\u6a21\u578b\u63d0\u4f9b\u7684\u57ce\u5e02\u5e76\u67e5\u627e\u56fe\u50cf\uff0c\u7136\u540e\u5c06\u5b83\u4eec\u4f5c\u4e3a\u683c\u5f0f\u5316\u7684\u4e30\u5bcc\u5185\u5bb9\u63d0\u4f9b\u7ed9\u6211\u4eec\u7684\u7528\u6237\u3002\u8bf7\u53c2\u8003\u56fe 9 \u4e2d\u7684\u5e8f\u5217\u56fe\uff0c\u5176\u4e2d\u8be6\u7ec6\u663e\u793a\u4e86\u4e0a\u8ff0\u4ea4\u4e92\u7684\u6b65\u9aa4\u3002<\/p>\n<div id=\"attachment_17268\" style=\"width: 1039px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17268\" class=\"wp-image-17268 size-full\" title=\"\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2a563e857990df5.png\" alt=\"\u667a\u80fd\u4f53-1\" width=\"1029\" height=\"713\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2a563e857990df5.png 1029w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2a563e857990df5-300x208.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2a563e857990df5-1024x710.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2a563e857990df5-768x532.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2a563e857990df5-18x12.png 18w\" sizes=\"auto, (max-width: 1029px) 100vw, 1029px\" \/><p id=\"caption-attachment-17268\" class=\"wp-caption-text\">\u56fe 9. \u663e\u793a\u51fd\u6570\u8c03\u7528\u751f\u547d\u5468\u671f\u7684\u5e8f\u5217\u56fe<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u56fe 9 \u4e2d\u793a\u4f8b\u7684\u7ed3\u679c\u662f\uff0c\u8be5\u6a21\u578b\u88ab\u7528\u6765\u201c\u586b\u7a7a\u201d\uff0c\u5176\u4e2d\u5305\u542b\u5ba2\u6237\u7aef UI \u8c03\u7528 Google Places API \u6240\u9700\u7684\u53c2\u6570\u3002\u5ba2\u6237\u7aef UI \u4f7f\u7528\u6a21\u578b\u5728\u8fd4\u56de\u7684\u51fd\u6570\u4e2d\u63d0\u4f9b\u7684\u53c2\u6570\u6765\u7ba1\u7406\u5b9e\u9645\u7684 API \u8c03\u7528\u3002\u8fd9\u53ea\u662f\u51fd\u6570\u8c03\u7528\u7684\u4e00\u4e2a\u7528\u4f8b\uff0c\u4f46\u8fd8\u6709\u8bb8\u591a\u5176\u4ed6\u573a\u666f\u9700\u8981\u8003\u8651\uff0c\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u60a8\u5e0c\u671b\u8bed\u8a00\u6a21\u578b\u5efa\u8bae\u4e00\u4e2a\u53ef\u4ee5\u5728\u4ee3\u7801\u4e2d\u4f7f\u7528\u7684\u51fd\u6570\uff0c\u4f46\u60a8\u4e0d\u60f3\u5728\u4ee3\u7801\u4e2d\u5305\u542b\u51ed\u636e\u3002\u7531\u4e8e\u51fd\u6570\u8c03\u7528\u4e0d\u4f1a\u8fd0\u884c\u8be5 \u51fd\u6570\uff0c\u56e0\u6b64\u60a8\u65e0\u9700\u5728\u4ee3\u7801\u4e2d\u5305\u542b\u5e26\u6709\u51fd\u6570\u4fe1\u606f\u7684\u51ed\u636e\u3002<\/li>\n<li>\u60a8\u6b63\u5728\u8fd0\u884c\u53ef\u80fd\u9700\u8981\u51e0\u79d2\u949f\u4ee5\u4e0a\u624d\u80fd\u5b8c\u6210\u7684\u5f02\u6b65\u64cd\u4f5c\u3002\u8fd9\u4e9b\u573a\u666f\u9002\u7528\u4e8e\u51fd\u6570\u8c03\u7528\uff0c\u56e0\u4e3a\u5b83\u662f\u5f02\u6b65\u64cd\u4f5c\u3002<\/li>\n<li>\u60a8\u5e0c\u671b\u5728\u4e0e\u751f\u6210\u51fd\u6570\u8c03\u7528\u53ca\u5176\u53c2\u6570\u7684\u7cfb\u7edf\u4e0d\u540c\u7684\u8bbe\u5907\u4e0a\u8fd0\u884c\u51fd\u6570\u3002<\/li>\n<\/ul>\n<p>\u5173\u4e8e\u51fd\u6570\uff0c\u9700\u8981\u8bb0\u4f4f\u7684\u4e00\u4ef6\u5173\u952e\u4e8b\u60c5\u662f\uff0c\u5b83\u4eec\u65e8\u5728\u4e3a\u5f00\u53d1\u4eba\u5458\u63d0\u4f9b\u5bf9 API \u8c03\u7528\u7684\u6267\u884c\u4ee5\u53ca\u5e94\u7528\u7a0b\u5e8f\u4e2d\u6574\u4e2a\u6570\u636e\u6d41\u7684\u66f4\u591a\u63a7\u5236\u3002\u5728\u56fe 9 \u7684\u793a\u4f8b\u4e2d\uff0c\u5f00\u53d1\u4eba\u5458\u9009\u62e9\u4e0d\u5c06API \u4fe1\u606f\u8fd4\u56de\u7ed9\u667a\u80fd\u4f53\uff0c\u56e0\u4e3a\u5b83\u4e0e\u667a\u80fd\u4f53\u5c06\u6765\u53ef\u80fd\u91c7\u53d6\u7684\u64cd\u4f5c\u65e0\u5173\u3002\u4f46\u662f\uff0c\u6839\u636e\u5e94\u7528\u7a0b\u5e8f\u7684\u67b6\u6784\uff0c\u5c06\u5916\u90e8 API \u8c03\u7528\u6570\u636e\u8fd4\u56de\u7ed9\u667a\u80fd\u4f53\u53ef\u80fd\u662f\u6709\u610f\u4e49\u7684\uff0c\u4ee5\u5f71\u54cd\u672a\u6765\u7684\u63a8\u7406\u3001\u903b\u8f91\u548c\u64cd\u4f5c\u9009\u62e9\u3002\u6700\u7ec8\uff0c\u7531\u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\u4eba\u5458\u6765\u9009\u62e9\u9002\u5408\u7279\u5b9a\u5e94\u7528\u7a0b\u5e8f\u7684\u5185\u5bb9\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>\u51fd\u6570\u793a\u4f8b\u4ee3\u7801<\/h4>\n<p>\u4e3a\u4e86\u4ece\u6211\u4eec\u7684\u6ed1\u96ea\u5ea6\u5047\u573a\u666f\u4e2d\u83b7\u5f97\u4e0a\u8ff0\u8f93\u51fa\uff0c\u8ba9\u6211\u4eec\u6784\u5efa\u6bcf\u4e2a\u7ec4\u4ef6\uff0c\u4ee5\u4f7f\u5176\u4e0e\u6211\u4eec\u7684 gemini-1.5-flash-001 \u6a21\u578b\u4e00\u8d77\u4f7f\u7528\u3002\u9996\u5148\uff0c\u6211\u4eec\u5c06 display_cities \u51fd\u6570\u5b9a\u4e49\u4e3a\u4e00\u4e2a\u7b80\u5355\u7684 Python \u65b9\u6cd5\u3002<\/p>\n<p><strong>Python<\/strong><\/p>\n<pre><code>def display_cities(cities: list[str], preferences: Optional[str] = None):\r\n\"\"\"\u6839\u636e\u7528\u6237\u7684\u641c\u7d22\u67e5\u8be2\u548c\u504f\u597d\u63d0\u4f9b\u57ce\u5e02\u5217\u8868\u3002\r\nArgs:\r\npreferences (str): \u7528\u6237\u7684\u641c\u7d22\u504f\u597d, \u4f8b\u5982\u6ed1\u96ea\u3001\r\n\u6d77\u6ee9\u3001\u9910\u9986\u3001\u70e7\u70e4\u7b49\u3002\r\ncities (list[str]): \u63a8\u8350\u7ed9\u7528\u6237\u7684\u57ce\u5e02\u5217\u8868\u3002\r\nReturns:\r\nlist[str]: \u63a8\u8350\u7ed9\u7528\u6237\u7684\u57ce\u5e02\u5217\u8868\u3002\r\n\"\"\"\r\nreturn cities\r\n<\/code><\/pre>\n<p>\u4ee3\u7801\u7247\u6bb5 6. \u7528\u4e8e\u663e\u793a\u57ce\u5e02\u5217\u8868\u7684\u51fd\u6570\u7684\u793a\u4f8b Python \u65b9\u6cd5\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u5b9e\u4f8b\u5316\u6211\u4eec\u7684\u6a21\u578b\uff0c\u6784\u5efa\u5de5\u5177\uff0c\u7136\u540e\u5c06\u7528\u6237\u7684\u67e5\u8be2\u548c\u5de5\u5177\u4f20\u9012\u7ed9\u6a21\u578b\u3002\u6267\u884c\u4e0b\u9762\u7684\u4ee3\u7801\u5c06\u4ea7\u751f\u5982\u4ee3\u7801\u7247\u6bb5\u5e95\u90e8\u6240\u793a\u7684\u8f93\u51fa\u3002<\/p>\n<p><strong>Python<\/strong><\/p>\n<pre><code>from vertexai.generative_models import GenerativeModel, Tool, FunctionDeclaration\r\nmodel = GenerativeModel(\"gemini-1.5-flash-001\")\r\ndisplay_cities_function = FunctionDeclaration.from_func(display_cities)\r\ntool = Tool(function_declarations=[display_cities_function])\r\nmessage = \"I'd like to take a ski trip with my family but I'm not sure where to go.\"\r\nres = model.generate_content(message, tools=[tool])\r\nprint(f\"Function Name: {res.candidates[0].content.parts[0].function_call.name}\")\r\nprint(f\"Function Args: {res.candidates[0].content.parts[0].function_call.args}\")\r\n&gt; Function Name: display_cities\r\n&gt; Function Args: {'preferences': 'skiing', 'cities': ['Aspen', 'Vail',\r\n'Park City']}\r\n<\/code><\/pre>\n<p>\u4ee3\u7801\u7247\u6bb5 7. \u6784\u5efa\u5de5\u5177\uff0c\u5c06\u5176\u4e0e\u7528\u6237\u67e5\u8be2\u4e00\u8d77\u53d1\u9001\u5230\u6a21\u578b\uff0c\u5e76\u5141\u8bb8\u8fdb\u884c\u51fd\u6570\u8c03\u7528<\/p>\n<p>\u603b\u4e4b\uff0c\u51fd\u6570\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u6846\u67b6\uff0c\u4f7f\u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\u4eba\u5458\u80fd\u591f\u7cbe\u7ec6\u63a7\u5236\u6570\u636e\u6d41\u548c\u7cfb\u7edf\u6267\u884c\uff0c\u540c\u65f6\u6709\u6548\u5730\u5229\u7528\u667a\u80fd\u4f53\/\u6a21\u578b\u8fdb\u884c\u5173\u952e\u8f93\u5165\u751f\u6210\u3002\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u9009\u62e9\u6027\u5730\u9009\u62e9\u662f\u5426\u901a\u8fc7\u8fd4\u56de\u5916\u90e8\u6570\u636e\u6765\u4fdd\u6301\u667a\u80fd\u4f53\u201c\u53c2\u4e0e\u5faa\u73af\u201d\uff0c\u6216\u8005\u6839\u636e\u7279\u5b9a\u7684\u5e94\u7528\u7a0b\u5e8f\u67b6\u6784\u8981\u6c42\u5c06\u5176\u7701\u7565\u3002<\/p>\n<h3>\u6570\u636e\u5b58\u50a8<\/h3>\n<p>\u5c06\u8bed\u8a00\u6a21\u578b\u60f3\u8c61\u6210\u4e00\u4e2a\u5e9e\u5927\u7684\u56fe\u4e66\u9986\uff0c\u5176\u4e2d\u5305\u542b\u5176\u8bad\u7ec3\u6570\u636e\u3002\u4f46\u4e0e\u4e0d\u65ad\u83b7\u53d6\u65b0\u4e66\u7684\u56fe\u4e66\u9986\u4e0d\u540c\uff0c\u8fd9\u4e2a\u56fe\u4e66\u9986\u4fdd\u6301\u9759\u6001\uff0c\u4ec5\u4fdd\u5b58\u6700\u521d\u8bad\u7ec3\u65f6\u7684\u77e5\u8bc6\u3002\u8fd9\u662f\u4e00\u4e2a\u6311\u6218\uff0c\u56e0\u4e3a\u73b0\u5b9e\u4e16\u754c\u7684\u77e5\u8bc6\u5728\u4e0d\u65ad<br \/>\n\u53d1\u5c55\u3002\u6570\u636e\u5b58\u50a8\u901a\u8fc7\u63d0\u4f9b\u5bf9\u66f4\u52a8\u6001\u548c\u6700\u65b0\u4fe1\u606f\u7684\u8bbf\u95ee\u6765\u89e3\u51b3\u6b64\u9650\u5236\uff0c\u5e76\u786e\u4fdd\u6a21\u578b\u7684\u54cd\u5e94\u59cb\u7ec8\u57fa\u4e8e\u4e8b\u5b9e\u548c\u76f8\u5173\u6027\u3002<\/p>\n<p>\u8003\u8651\u4e00\u4e2a\u5e38\u89c1\u7684\u573a\u666f\uff0c\u5176\u4e2d\u5f00\u53d1\u4eba\u5458\u53ef\u80fd\u9700\u8981\u5411\u6a21\u578b\u63d0\u4f9b\u5c11\u91cf\u989d\u5916\u6570\u636e\uff0c\u53ef\u80fd\u662f\u7535\u5b50\u8868\u683c\u6216 PDF \u7684\u5f62\u5f0f\u3002<\/p>\n<div id=\"attachment_17269\" style=\"width: 608px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17269\" class=\"wp-image-17269 size-full\" title=\"\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/8fce98bd43ec727.png\" alt=\"\u667a\u80fd\u4f53-1\" width=\"598\" height=\"259\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/8fce98bd43ec727.png 598w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/8fce98bd43ec727-300x130.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/8fce98bd43ec727-18x8.png 18w\" sizes=\"auto, (max-width: 598px) 100vw, 598px\" \/><p id=\"caption-attachment-17269\" class=\"wp-caption-text\">\u56fe 10. \u667a\u80fd\u4f53\u5982\u4f55\u4e0e\u7ed3\u6784\u5316\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\u4ea4\u4e92\uff1f<\/p><\/div>\n<p>\u6570\u636e\u5b58\u50a8\u5141\u8bb8\u5f00\u53d1\u4eba\u5458\u4ee5\u539f\u59cb\u683c\u5f0f\u5411\u667a\u80fd\u4f53\u63d0\u4f9b\u989d\u5916\u6570\u636e\uff0c\u4ece\u800c\u6d88\u9664\u4e86\u8017\u65f6\u7684\u6570\u636e\u8f6c\u6362\u3001\u6a21\u578b\u91cd\u65b0\u8bad\u7ec3\u6216\u5fae\u8c03\u7684\u9700\u8981\u3002\u6570\u636e\u5b58\u50a8\u5c06\u4f20\u5165\u6587\u6863\u8f6c\u6362\u4e3a\u4e00\u7ec4\u5411\u91cf\u6570\u636e\u5e93\u5d4c\u5165\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u5d4c\u5165\u6765\u63d0\u53d6\u6240\u9700\u4fe1\u606f\u4ee5\u8865\u5145\u5176\u4e0b\u4e00\u6b65\u64cd\u4f5c\u6216\u5bf9\u7528\u6237\u7684\u54cd\u5e94\u3002<\/p>\n<div id=\"attachment_17270\" style=\"width: 656px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17270\" class=\"wp-image-17270 size-full\" title=\"\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6a06368c1f09095.png\" alt=\"\u667a\u80fd\u4f53-1\" width=\"646\" height=\"245\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6a06368c1f09095.png 646w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6a06368c1f09095-300x114.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6a06368c1f09095-18x7.png 18w\" sizes=\"auto, (max-width: 646px) 100vw, 646px\" \/><p id=\"caption-attachment-17270\" class=\"wp-caption-text\">\u56fe 11. \u6570\u636e\u5b58\u50a8\u5c06\u667a\u80fd\u4f53\u8fde\u63a5\u5230\u5404\u79cd\u7c7b\u578b\u7684\u65b0\u5b9e\u65f6\u6570\u636e\u6e90\u3002<\/p><\/div>\n<h4>\u5b9e\u73b0\u548c\u5e94\u7528<\/h4>\n<p>\u5728\u751f\u6210\u5f0f AI \u667a\u80fd\u4f53\u7684\u4e0a\u4e0b\u6587\u4e2d\uff0c\u6570\u636e\u5b58\u50a8\u901a\u5e38\u88ab\u5b9e\u73b0\u4e3a\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5f00\u53d1\u4eba\u5458\u5e0c\u671b\u667a\u80fd\u4f53\u5728\u8fd0\u884c\u65f6\u53ef\u4ee5\u8bbf\u95ee\u8be5\u6570\u636e\u5e93\u3002\u867d\u7136\u6211\u4eec\u4e0d\u4f1a\u5728\u6b64\u5904\u6df1\u5165\u4ecb\u7ecd\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4f46\u9700\u8981\u7406\u89e3\u7684\u5173\u952e\u70b9\u662f\uff0c\u5b83\u4eec\u4ee5\u5411\u91cf\u5d4c\u5165\u7684\u5f62\u5f0f\u5b58\u50a8\u6570\u636e\uff0c\u5411\u91cf\u5d4c\u5165\u662f\u4e00\u79cd\u9ad8\u7ef4\u5411\u91cf\u6216\u6240\u63d0\u4f9b\u6570\u636e\u7684\u6570\u5b66\u8868\u793a\u3002\u8fd1\u5e74\u6765\uff0c\u5c06\u6570\u636e\u5b58\u50a8\u4e0e\u8bed\u8a00\u6a21\u578b\u4e00\u8d77\u4f7f\u7528\u7684\u6700\u5178\u578b\u7684\u4f8b\u5b50\u4e4b\u4e00\u662f\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u7684\u5e94\u7528\u3002\u8fd9\u4e9b\u5e94\u7528\u7a0b\u5e8f\u8bd5\u56fe\u901a\u8fc7\u5411\u6a21\u578b\u63d0\u4f9b\u5bf9\u5404\u79cd\u683c\u5f0f\u6570\u636e\u7684\u8bbf\u95ee\u6765\u6269\u5c55\u6a21\u578b\u77e5\u8bc6\u7684\u5e7f\u5ea6\u548c\u6df1\u5ea6\uff0c\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u7f51\u7ad9\u5185\u5bb9<\/li>\n<li>PDF\u3001Word \u6587\u6863\u3001CSV\u3001\u7535\u5b50\u8868\u683c\u7b49\u683c\u5f0f\u7684\u7ed3\u6784\u5316\u6570\u636e\u3002<\/li>\n<li>HTML\u3001PDF\u3001TXT \u7b49\u683c\u5f0f\u7684\u975e\u7ed3\u6784\u5316\u6570\u636e\u3002<\/li>\n<\/ul>\n<div id=\"attachment_17271\" style=\"width: 1000px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17271\" class=\"wp-image-17271 size-full\" title=\"\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/d7015727ca4d879.png\" alt=\"\u667a\u80fd\u4f53-1\" width=\"990\" height=\"195\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/d7015727ca4d879.png 990w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/d7015727ca4d879-300x59.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/d7015727ca4d879-768x151.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/d7015727ca4d879-18x4.png 18w\" sizes=\"auto, (max-width: 990px) 100vw, 990px\" \/><p id=\"caption-attachment-17271\" class=\"wp-caption-text\">\u56fe 12. \u667a\u80fd\u4f53\u548c\u6570\u636e\u5b58\u50a8\u4e4b\u95f4\u7684 1 \u5bf9\u591a\u5173\u7cfb\uff0c\u53ef\u4ee5\u8868\u793a\u5404\u79cd\u7c7b\u578b\u7684\u9884\u7d22\u5f15\u6570\u636e<\/p><\/div>\n<p>\u6bcf\u4e2a\u7528\u6237\u8bf7\u6c42\u548c\u667a\u80fd\u4f53\u54cd\u5e94\u5faa\u73af\u7684\u57fa\u672c\u8fc7\u7a0b\u901a\u5e38\u5982\u56fe 13 \u6240\u793a\u5efa\u6a21\u3002<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\n<li>\u7528\u6237\u67e5\u8be2\u88ab\u53d1\u9001\u5230\u5d4c\u5165\u6a21\u578b\uff0c\u4ee5\u751f\u6210\u67e5\u8be2\u7684\u5d4c\u5165<\/li>\n<li>\u7136\u540e\u4f7f\u7528\u5339\u914d\u7b97\u6cd5 (\u5982 ScaNN) \u5c06\u67e5\u8be2\u5d4c\u5165\u4e0e\u5411\u91cf\u6570\u636e\u5e93\u7684\u5185\u5bb9\u8fdb\u884c\u5339\u914d<\/li>\n<li>\u4ece\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u4ee5\u6587\u672c\u683c\u5f0f\u68c0\u7d22\u5339\u914d\u7684\u5185\u5bb9\u5e76\u5c06\u5176\u53d1\u9001\u56de\u667a\u80fd\u4f53<\/li>\n<li>\u667a\u80fd\u4f53\u63a5\u6536\u7528\u6237\u67e5\u8be2\u548c\u68c0\u7d22\u5230\u7684\u5185\u5bb9\uff0c\u7136\u540e\u5236\u5b9a\u54cd\u5e94\u6216\u64cd\u4f5c<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<p style=\"padding-left: 120px;\">5. \u5c06\u6700\u7ec8\u54cd\u5e94\u53d1\u9001\u7ed9\u7528\u6237<\/p>\n<div id=\"attachment_17272\" style=\"width: 647px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17272\" class=\"wp-image-17272 size-full\" title=\"\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/641c4c1f4da77c0.png\" alt=\"\u667a\u80fd\u4f53-1\" width=\"637\" height=\"401\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/641c4c1f4da77c0.png 637w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/641c4c1f4da77c0-300x189.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/641c4c1f4da77c0-18x12.png 18w\" sizes=\"auto, (max-width: 637px) 100vw, 637px\" \/><p id=\"caption-attachment-17272\" class=\"wp-caption-text\">\u56fe 13. \u57fa\u4e8e RAG \u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u7528\u6237\u8bf7\u6c42\u548c\u667a\u80fd\u4f53\u54cd\u5e94\u7684\u751f\u547d\u5468\u671f<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u6700\u7ec8\u7ed3\u679c\u662f\u4e00\u4e2a\u5e94\u7528\u7a0b\u5e8f\uff0c\u8be5\u5e94\u7528\u7a0b\u5e8f\u5141\u8bb8\u667a\u80fd\u4f53\u901a\u8fc7\u5411\u91cf\u641c\u7d22\u5c06\u7528\u6237\u7684\u67e5\u8be2\u4e0e\u5df2\u77e5\u6570\u636e\u5b58\u50a8\u8fdb\u884c\u5339\u914d\uff0c\u68c0\u7d22\u539f\u59cb\u5185\u5bb9\uff0c\u5e76\u5c06\u5176\u63d0\u4f9b\u7ed9\u7f16\u6392\u5c42\u548c\u6a21\u578b\u4ee5\u8fdb\u884c\u8fdb\u4e00\u6b65\u5904\u7406\u3002\u4e0b\u4e00\u6b65\u53ef\u80fd\u662f\u5411\u7528\u6237\u63d0\u4f9b\u6700\u7ec8\u7b54\u6848\uff0c\u6216\u6267\u884c\u989d\u5916\u7684\u5411\u91cf\u641c\u7d22\u4ee5\u8fdb\u4e00\u6b65\u4f18\u5316\u7ed3\u679c\u3002\u4e0e\u5b9e\u73b0\u5e26\u6709 ReAct \u63a8\u7406\/\u8ba1\u5212\u7684 RAG \u7684\u667a\u80fd\u4f53\u8fdb\u884c\u4ea4\u4e92\u7684\u793a\u4f8b\u5982\u56fe 14 \u6240\u793a\u3002<\/p>\n<div id=\"attachment_17273\" style=\"width: 984px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17273\" class=\"wp-image-17273 size-full\" title=\"\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c0d4a7f5d49f4a1.png\" alt=\"\u667a\u80fd\u4f53-1\" width=\"974\" height=\"580\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c0d4a7f5d49f4a1.png 974w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c0d4a7f5d49f4a1-300x179.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c0d4a7f5d49f4a1-768x457.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c0d4a7f5d49f4a1-18x12.png 18w\" sizes=\"auto, (max-width: 974px) 100vw, 974px\" \/><p id=\"caption-attachment-17273\" class=\"wp-caption-text\">\u56fe 14. \u4f7f\u7528 ReAct \u63a8\u7406\/\u8ba1\u5212\u7684\u793a\u4f8b RAG \u5e94\u7528\u7a0b\u5e8f<\/p><\/div>\n<p>&nbsp;<\/p>\n<h3>\u5de5\u5177\u56de\u987e<\/h3>\n<p>\u603b\u800c\u8a00\u4e4b\uff0c\u6269\u5c55\u3001\u51fd\u6570\u548c\u6570\u636e\u5b58\u50a8\u6784\u6210\u4e86\u667a\u80fd\u4f53\u53ef\u5728\u8fd0\u884c\u65f6\u4f7f\u7528\u7684\u51e0\u79cd\u4e0d\u540c\u5de5\u5177\u7c7b\u578b\u3002\u6bcf\u79cd\u5de5\u5177\u90fd\u6709\u81ea\u5df1\u7684\u7528\u9014\uff0c\u5e76\u4e14\u53ef\u4ee5\u6839\u636e\u667a\u80fd\u4f53\u5f00\u53d1\u4eba\u5458\u7684\u5224\u65ad\u4e00\u8d77\u4f7f\u7528\u6216\u5355\u72ec\u4f7f\u7528\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th>\u6269\u5c55<\/th>\n<th><a href=\"https:\/\/www.kdjingpai.com\/en\/damoxingjiegouhuaai\/\">\u51fd\u6570\u8c03\u7528<\/a><\/th>\n<th>\u6570\u636e\u5b58\u50a8<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6267\u884c<\/td>\n<td>\u667a\u80fd\u4f53\u7aef\u6267\u884c<\/td>\n<td>\u5ba2\u6237\u7aef\u6267\u884c<\/td>\n<td>\u667a\u80fd\u4f53\u7aef\u6267\u884c<\/td>\n<\/tr>\n<tr>\n<td>\u7528\u4f8b<\/td>\n<td>\n<ul>\n<li>\u5f00\u53d1\u4eba\u5458\u5e0c\u671b\u667a\u80fd\u4f53\u63a7\u5236\u4e0e API \u7aef\u70b9\u7684\u4ea4\u4e92<\/li>\n<li>\u5728\u5229\u7528\u672c\u673a\u9884\u6784\u5efa\u6269\u5c55 (\u4f8b\u5982 Vertex Search\u3001Code Interpreter \u7b49) \u65f6\u975e\u5e38\u6709\u7528<\/li>\n<li>\u591a\u8df3\u8ba1\u5212\u548c API \u8c03\u7528 (\u5373\u4e0b\u4e00\u4e2a\u667a\u80fd\u4f53\u64cd\u4f5c\u53d6\u51b3\u4e8e\u524d\u4e00\u4e2a\u64cd\u4f5c\/API \u8c03\u7528\u7684\u8f93\u51fa)<\/li>\n<\/ul>\n<\/td>\n<td>\n<ul>\n<li>\u5b89\u5168\u6027\u6216\u8eab\u4efd\u9a8c\u8bc1\u9650\u5236\u963b\u6b62\u667a\u80fd\u4f53\u76f4\u63a5\u8c03\u7528 API<\/li>\n<li>\u65f6\u95f4\u9650\u5236\u6216\u64cd\u4f5c\u987a\u5e8f\u9650\u5236\u963b\u6b62\u667a\u80fd\u4f53\u5b9e\u65f6\u8fdb\u884c API \u8c03\u7528\u3002(\u5373\u6279\u5904\u7406\u64cd\u4f5c\uff0c\u4eba\u5de5\u5faa\u73af\u5ba1\u67e5\u7b49)<\/li>\n<li>\u672a\u66b4\u9732\u7ed9\u4e92\u8054\u7f51\u6216 Google \u7cfb\u7edf\u65e0\u6cd5\u8bbf\u95ee\u7684 API<\/li>\n<\/ul>\n<\/td>\n<td>\u5f00\u53d1\u4eba\u5458\u5e0c\u671b\u4f7f\u7528\u4ee5\u4e0b\u4efb\u4f55\u6570\u636e\u7c7b\u578b\u5b9e\u73b0\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG)\uff1a<\/p>\n<ul>\n<li>\u6765\u81ea\u9884\u7d22\u5f15\u57df\u548c URL \u7684\u7f51\u7ad9\u5185\u5bb9<\/li>\n<li>PDF\u3001Word \u6587\u6863\u3001CSV\u3001\u7535\u5b50\u8868\u683c\u7b49\u683c\u5f0f\u7684\u7ed3\u6784\u5316\u6570\u636e<\/li>\n<li>\u5173\u7cfb\/\u975e\u5173\u7cfb\u6570\u636e\u5e93<\/li>\n<li>HTML\u3001PDF\u3001TXT \u7b49\u683c\u5f0f\u7684\u975e\u7ed3\u6784\u5316\u6570\u636e<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<h2>\u589e\u5f3a\u6a21\u578b\u6027\u80fd\u4e0e\u9488\u5bf9\u6027\u5b66\u4e60<\/h2>\n<p>\u6709\u6548\u4f7f\u7528\u6a21\u578b\u7684\u4e00\u4e2a\u5173\u952e\u65b9\u9762\u662f\u5b83\u4eec\u5728\u751f\u6210\u8f93\u51fa\u65f6\u9009\u62e9\u6b63\u786e\u5de5\u5177\u7684\u80fd\u529b\uff0c\u5c24\u5176\u662f\u5728\u751f\u4ea7\u4e2d\u5927\u89c4\u6a21\u4f7f\u7528\u5de5\u5177\u65f6\u3002\u867d\u7136\u4e00\u822c\u8bad\u7ec3\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u53d1\u5c55\u8fd9\u9879\u6280\u80fd\uff0c<strong>\u4f46\u73b0\u5b9e\u4e16\u754c\u7684\u573a\u666f\u901a\u5e38\u9700\u8981\u8d85\u51fa<\/strong>\u8bad\u7ec3\u6570\u636e\u7684\u77e5\u8bc6\u3002\u53ef\u4ee5\u5c06\u5176\u60f3\u8c61\u6210\u57fa\u672c\u70f9\u996a\u6280\u80fd\u548c\u638c\u63e1\u7279\u5b9a\u83dc\u7cfb\u4e4b\u95f4\u7684\u533a\u522b\u3002\u4e24\u8005\u90fd\u9700\u8981\u57fa\u672c\u7684\u70f9\u996a\u77e5\u8bc6\uff0c\u4f46\u540e\u8005\u9700\u8981\u6709\u9488\u5bf9\u6027\u7684\u5b66\u4e60\u624d\u80fd\u83b7\u5f97\u66f4\u7ec6\u81f4\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u4e3a\u4e86\u5e2e\u52a9\u6a21\u578b\u83b7\u5f97\u6b64\u7c7b\u7279\u5b9a\u77e5\u8bc6\uff0c\u5b58\u5728\u51e0\u79cd\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li>\u4e0a\u4e0b\u6587\u5b66\u4e60\uff1a\u6b64\u65b9\u6cd5\u5728\u63a8\u7406\u65f6\u4e3a\u901a\u7528\u6a21\u578b\u63d0\u4f9b\u63d0\u793a\u3001\u5de5\u5177\u548c\u5c11\u6837\u672c\u793a\u4f8b\uff0c\u4f7f\u5176\u80fd\u591f\u201c\u5373\u65f6\u201d\u5b66\u4e60\u5982\u4f55\u4ee5\u53ca\u4f55\u65f6\u5c06\u8fd9\u4e9b\u5de5\u5177\u7528\u4e8e\u7279\u5b9a\u4efb\u52a1\u3002ReAct \u6846\u67b6\u662f\u81ea\u7136\u8bed\u8a00\u4e2d\u8fd9\u79cd\u65b9\u6cd5\u7684\u4e00\u4e2a\u793a\u4f8b\u3002<\/li>\n<li>\u57fa\u4e8e\u68c0\u7d22\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\uff1a\u6b64\u6280\u672f\u901a\u8fc7\u4ece\u5916\u90e8\u5b58\u50a8\u5668\u4e2d\u68c0\u7d22\u6700\u76f8\u5173\u7684\u4fe1\u606f\u3001\u5de5\u5177\u548c\u76f8\u5173\u793a\u4f8b\uff0c\u52a8\u6001\u586b\u5145\u6a21\u578b\u63d0\u793a\u3002\u8fd9\u65b9\u9762\u7684\u4e00\u4e2a\u793a\u4f8b\u662f Vertex AI \u6269\u5c55\u4e2d\u7684\u201c\u793a\u4f8b\u5b58\u50a8\u201d\u6216\u524d\u9762\u63d0\u5230\u7684\u6570\u636e\u5b58\u50a8RAG \u67b6\u6784\u3002<\/li>\n<li>\u57fa\u4e8e\u5fae\u8c03\u7684\u5b66\u4e60\uff1a\u6b64\u65b9\u6cd5\u6d89\u53ca\u5728\u63a8\u7406\u4e4b\u524d\u4f7f\u7528\u66f4\u5927\u7684\u7279\u5b9a\u793a\u4f8b\u6570\u636e\u96c6\u8bad\u7ec3\u6a21\u578b\u3002\u8fd9\u6709\u52a9\u4e8e\u6a21\u578b\u5728\u6536\u5230\u4efb\u4f55\u7528\u6237\u67e5\u8be2\u4e4b\u524d\u4e86\u89e3\u4f55\u65f6\u4ee5\u53ca\u5982\u4f55\u5e94\u7528\u67d0\u4e9b\u5de5\u5177\u3002<\/li>\n<\/ul>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u8bf4\u660e\u6bcf\u79cd\u5b66\u4e60\u65b9\u6cd5\u7684\u76ee\u6807\uff0c\u6211\u4eec\u53ef\u4ee5\u56de\u5230\u70f9\u996a\u7c7b\u6bd4\u8fdb\u884c\u63a2\u8ba8\u3002<\/p>\n<ul>\n<li>\u60f3\u8c61\u4e00\u4e0b\uff0c\u4e00\u4f4d\u53a8\u5e08\u6536\u5230\u4e86\u4e00\u4efd\u7279\u5b9a\u7684\u98df\u8c31 (\u63d0\u793a)\u3001\u4e00\u4e9b\u5173\u952e\u98df\u6750 (\u76f8\u5173\u5de5\u5177) \u548c\u4e00\u4e9b\u6765\u81ea\u987e\u5ba2\u7684\u793a\u4f8b\u83dc\u80b4 (\u5c11\u6837\u672c\u793a\u4f8b)\u3002\u57fa\u4e8e\u8fd9\u4e9b\u6709\u9650\u7684\u4fe1\u606f\u548c\u53a8\u5e08\u7684\u4e00\u822c\u70f9\u996a\u77e5\u8bc6\uff0c\u4ed6\u4eec\u9700\u8981\u5f04\u6e05\u695a\u5982\u4f55\u201c\u5373\u65f6\u201d\u51c6\u5907\u6700\u7b26\u5408\u98df\u8c31\u548c\u987e\u5ba2\u504f\u597d\u7684\u83dc\u80b4\u3002\u8fd9\u5c31\u662f\u4e0a\u4e0b\u6587\u5b66\u4e60\u3002<\/li>\n<li>\u73b0\u5728\u8ba9\u6211\u4eec\u60f3\u8c61\u4e00\u4e0b\u6211\u4eec\u7684\u53a8\u5e08\u5728\u4e00\u4e2a\u5907\u6709\u5145\u8db3\u7684\u98df\u54c1\u50a8\u85cf\u5ba4 (\u5916\u90e8\u6570\u636e\u5b58\u50a8) \u7684\u53a8\u623f\u91cc\uff0c\u91cc\u9762\u88c5\u6ee1\u4e86\u5404\u79cd\u98df\u6750\u548c\u98df\u8c31 (\u793a\u4f8b\u548c\u5de5\u5177)\u3002\u53a8\u5e08\u73b0\u5728\u80fd\u591f\u4ece\u98df\u54c1\u50a8\u85cf\u5ba4\u4e2d\u52a8\u6001\u9009\u62e9\u98df\u6750\u548c\u98df\u8c31\uff0c\u5e76\u66f4\u597d\u5730\u4e0e\u987e\u5ba2\u7684\u98df\u8c31\u548c\u504f\u597d\u4fdd\u6301\u4e00\u81f4\u3002\u8fd9\u4f7f\u5f97\u53a8\u5e08\u53ef\u4ee5\u5229\u7528\u73b0\u6709\u7684\u548c\u65b0\u7684\u77e5\u8bc6\u6765\u5236\u4f5c\u66f4\u660e\u667a\u548c\u7cbe\u81f4\u7684\u83dc\u80b4\u3002\u8fd9\u5c31\u662f\u57fa\u4e8e\u68c0\u7d22\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u3002<\/li>\n<li>\u6700\u540e\uff0c\u8ba9\u6211\u4eec\u60f3\u8c61\u4e00\u4e0b\uff0c\u6211\u4eec\u5c06\u53a8\u5e08\u9001\u56de\u5b66\u6821\u5b66\u4e60\u65b0\u7684\u83dc\u7cfb\u6216\u83dc\u7cfb(\u5728\u66f4\u5927\u7684\u7279\u5b9a\u793a\u4f8b\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3)\u3002\u8fd9\u4f7f\u5f97\u53a8\u5e08\u80fd\u591f\u4ee5\u66f4\u6df1\u5165\u7684\u7406\u89e3\u6765\u5904\u7406\u672a\u6765\u672a\u77e5\u7684\u987e\u5ba2\u98df\u8c31\u3002\u5982\u679c\u6211\u4eec\u5e0c\u671b\u53a8\u5e08<br \/>\n\u5728\u7279\u5b9a\u83dc\u7cfb (\u77e5\u8bc6\u9886\u57df) \u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u8fd9\u79cd\u65b9\u6cd5\u662f\u5b8c\u7f8e\u7684\u3002\u8fd9\u5c31\u662f\u57fa\u4e8e\u5fae\u8c03\u7684\u5b66\u4e60\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u6bcf\u79cd\u65b9\u6cd5\u5728\u901f\u5ea6\u3001\u6210\u672c\u548c\u5ef6\u8fdf\u65b9\u9762\u90fd\u5177\u6709\u72ec\u7279\u7684\u4f18\u52bf\u548c\u52a3\u52bf\u3002\u4f46\u662f\uff0c\u901a\u8fc7\u5728\u667a\u80fd\u4f53\u6846\u67b6\u4e2d\u7ed3\u5408\u8fd9\u4e9b\u6280\u672f\uff0c\u6211\u4eec\u53ef\u4ee5\u5229\u7528\u5404\u79cd\u4f18\u52bf\u5e76\u6700\u5927\u7a0b\u5ea6\u5730\u51cf\u5c11\u5176\u52a3\u52bf\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u5f3a\u5927\u548c\u9002\u5e94\u6027\u66f4\u5f3a\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<h2>\n\u4f7f\u7528 LangChain \u5feb\u901f\u542f\u52a8\u667a\u80fd\u4f53<\/h2>\n<p>\u4e3a\u4e86\u63d0\u4f9b\u4e00\u4e2a\u53ef\u6267\u884c\u7684\u667a\u80fd\u4f53\u5b9e\u9645\u8fd0\u884c\u793a\u4f8b\uff0c\u6211\u4eec\u5c06\u4f7f\u7528 LangChain \u548c <a href=\"https:\/\/www.kdjingpai.com\/en\/langgraph\/\">LangGraph<\/a> \u5e93\u6784\u5efa\u4e00\u4e2a\u5feb\u901f\u539f\u578b\u3002\u8fd9\u4e9b\u6d41\u884c\u7684\u5f00\u6e90\u5e93\u5141\u8bb8\u7528\u6237\u901a\u8fc7\u5c06\u903b\u8f91\u3001\u63a8\u7406\u5e8f\u5217\u201c\u94fe\u63a5\u201d\u5728\u4e00\u8d77\u6765\u6784\u5efa\u5ba2\u6237\u667a\u80fd\u4f53\uff0c\u4ee5\u53ca\u8c03\u7528\u5de5\u5177\u6765\u56de\u7b54\u7528\u6237\u7684\u67e5\u8be2\u3002\u6211\u4eec\u5c06\u4f7f\u7528\u6211\u4eec\u7684 gemini-1.5-flash-001 \u6a21\u578b\u548c\u4e00\u4e9b\u7b80\u5355\u7684\u5de5\u5177\u6765\u56de\u7b54\u6765\u81ea\u7528\u6237\u7684\u591a\u9636\u6bb5\u67e5\u8be2\uff0c\u5982\u4ee3\u7801\u7247\u6bb5 8 \u6240\u793a\u3002<\/p>\n<p>\u6211\u4eec\u4f7f\u7528\u7684\u5de5\u5177\u662f SerpAPI (\u7528\u4e8e Google \u641c\u7d22) \u548c Google Places API\u3002\u6267\u884c\u6211\u4eec\u5728\u4ee3\u7801\u7247\u6bb5 8 \u4e2d\u7684\u7a0b\u5e8f\u540e\uff0c\u60a8\u53ef\u4ee5\u5728\u4ee3\u7801\u7247\u6bb5 9 \u4e2d\u770b\u5230\u793a\u4f8b\u8f93\u51fa\u3002<\/p>\n<p><strong>Python<\/strong><\/p>\n<pre><code>from langgraph.prebuilt import create_react_agent\r\nfrom langchain_core.tools import tool\r\nfrom langchain_community.utilities import SerpAPIWrapper\r\nfrom langchain_community.tools import GooglePlacesTool\r\nos.environ[\"SERPAPI_API_KEY\"] = \"XXXXX\"\r\nos.environ[\"GPLACES_API_KEY\"] = \"XXXXX\"\r\n@tool\r\ndef search(query: str):\r\n\"\"\"Use the SerpAPI to run a Google Search.\"\"\"\r\nsearch = SerpAPIWrapper()\r\nreturn search.run(query)\r\n@tool\r\ndef places(query: str):\r\n\"\"\"Use the Google Places API to run a Google Places Query.\"\"\"\r\nplaces = GooglePlacesTool()\r\nreturn places.run(query)\r\nmodel = ChatVertexAI(model=\"gemini-1.5-flash-001\")\r\ntools = [search, places]\r\nquery = \"Who did the Texas Longhorns play in football last week? What is the address of the other team's stadium?\"\r\nagent = create_react_agent(model, tools)\r\ninput = {\"messages\": [(\"human\", query)]}\r\nfor s in agent.stream(input, stream_mode=\"values\"):\r\nmessage = s[\"messages\"][-1]\r\nif isinstance(message, tuple):\r\nprint(message)\r\nelse:\r\nmessage.pretty_print()\r\n<\/code><\/pre>\n<p>\u4ee3\u7801\u7247\u6bb5 8. \u4f7f\u7528\u5de5\u5177\u7684\u793a\u4f8b LangChain \u548c LangGraph \u667a\u80fd\u4f53<\/p>\n<p><strong>\u672a\u8bbe\u7f6e<\/strong><\/p>\n<pre>=============================== \u7528\u6237\u6d88\u606f ================================\r\n\u5fb7\u514b\u8428\u65af\u957f\u89d2\u725b\u961f\u4e0a\u5468\u7684\u6a44\u6984\u7403\u8d5b\u5bf9\u624b\u662f\u8c01\uff1f\u5bf9\u65b9\u7403\u961f\u4f53\u80b2\u573a\u7684\u5730\u5740\u662f\u4ec0\u4e48\uff1f\r\n================================= AI \u6d88\u606f =================================\r\n\u5de5\u5177\u8c03\u7528\uff1a\u641c\u7d22\r\n\u53c2\u6570\uff1a\r\n\u67e5\u8be2\uff1a\u5fb7\u514b\u8428\u65af\u957f\u89d2\u725b\u961f\u6a44\u6984\u7403\u8d5b\u7a0b\r\n================================ \u5de5\u5177\u6d88\u606f ================================\r\n\u540d\u79f0\uff1a\u641c\u7d22\r\n{...\u7ed3\u679c\uff1a\u201cNCAA \u4e00\u7ea7\u6a44\u6984\u7403\u8054\u8d5b\uff0c\u4f50\u6cbb\u4e9a\u5dde\uff0c\u65e5\u671f...\u201d}\r\n================================= AI \u6d88\u606f =================================\r\n\u5fb7\u514b\u8428\u65af\u957f\u89d2\u725b\u961f\u4e0a\u5468\u4e0e\u4f50\u6cbb\u4e9a\u6597\u725b\u72ac\u961f\u8fdb\u884c\u4e86\u6bd4\u8d5b\u3002\r\n\u5de5\u5177\u8c03\u7528\uff1a\u5730\u70b9\r\n\u53c2\u6570\uff1a\r\n\u67e5\u8be2\uff1a\u4f50\u6cbb\u4e9a\u6597\u725b\u72ac\u961f\u4f53\u80b2\u573a\r\n================================ \u5de5\u5177\u6d88\u606f ================================\r\n\u540d\u79f0\uff1a\u5730\u70b9\r\n{...\u6851\u798f\u5fb7\u4f53\u80b2\u573a\u5730\u5740\uff1a\u6851\u798f\u5fb7\u8def 100 \u53f7...}\r\n================================= AI \u6d88\u606f =================================\r\n\u4f50\u6cbb\u4e9a\u6597\u725b\u72ac\u961f\u4f53\u80b2\u573a\u7684\u5730\u5740\u662f\u4f50\u6cbb\u4e9a\u5dde\u96c5\u5178\u5e02\u6851\u798f\u5fb7\u8def 100 \u53f7\uff0c\u90ae\u7f16 30602\u3002<\/pre>\n<p>\u4ee3\u7801\u7247\u6bb5 9. \u4ee3\u7801\u7247\u6bb5 8 \u4e2d\u7a0b\u5e8f\u7684\u8f93\u51fa<\/p>\n<p>&nbsp;<\/p>\n<p>\u867d\u7136\u8fd9\u662f\u4e00\u4e2a\u76f8\u5f53\u7b80\u5355\u7684\u667a\u80fd\u4f53\u793a\u4f8b\uff0c\u4f46\u5b83\u6f14\u793a\u4e86\u6a21\u578b\u3001\u7f16\u6392\u548c\u5de5\u5177\u7684\u6240\u6709\u57fa\u672c\u7ec4\u4ef6\u534f\u540c\u5de5\u4f5c\u4ee5\u5b9e\u73b0\u7279\u5b9a\u76ee\u6807\u3002\u5728\u6700\u540e\u4e00\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u63a2\u8ba8\u8fd9\u4e9b\u7ec4\u4ef6\u5982\u4f55\u5728 Google \u89c4\u6a21\u7684\u6258\u7ba1\u4ea7\u54c1 (\u5982 Vertex AI \u667a\u80fd\u4f53\u548c Generative Playbooks) \u4e2d\u7ed3\u5408\u5728\u4e00\u8d77\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528 Vertex AI \u667a\u80fd\u4f53\u7684\u751f\u4ea7\u5e94\u7528<\/h2>\n<p>\u867d\u7136\u672c\u767d\u76ae\u4e66\u63a2\u8ba8\u4e86\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u7ec4\u4ef6\uff0c\u4f46\u6784\u5efa\u751f\u4ea7\u7ea7\u5e94\u7528\u7a0b\u5e8f\u9700\u8981\u5c06\u5b83\u4eec\u4e0e\u5176\u4ed6\u5de5\u5177 (\u5982\u7528\u6237\u754c\u9762\u3001\u8bc4\u4f30\u6846\u67b6\u548c\u6301\u7eed\u6539\u8fdb\u673a\u5236) \u96c6\u6210\u3002Google \u7684 Vertex AI \u5e73\u53f0\u901a\u8fc7\u63d0\u4f9b\u4e00\u4e2a\u5305\u542b\u524d\u9762\u4ecb\u7ecd\u7684\u6240\u6709\u57fa\u672c\u5143\u7d20\u7684\u5b8c\u5168\u6258\u7ba1\u7684\u73af\u5883\u6765\u7b80\u5316\u6b64\u8fc7\u7a0b\u3002\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u754c\u9762\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u5feb\u901f\u5b9a\u4e49\u5176\u667a\u80fd\u4f53\u7684\u5173\u952e\u5143\u7d20 &#8211; \u76ee\u6807\u3001\u4efb\u52a1\u8bf4\u660e\u3001\u5de5\u5177\u3001\u7528\u4e8e\u4efb\u52a1\u59d4\u6d3e\u7684\u5b50\u667a\u80fd\u4f53\u548c\u793a\u4f8b &#8211; 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\u793a\u4f8b\u5b58\u50a8\u7b49\u5404\u79cd\u529f\u80fd\u3002\u8be5\u67b6\u6784\u5305\u62ec\u8bb8\u591a\u751f\u4ea7\u5c31\u7eea\u5e94\u7528\u7a0b\u5e8f\u6240\u9700\u7684\u5404\u79cd\u7ec4\u4ef6\u3002<\/p>\n<div id=\"attachment_17274\" style=\"width: 1034px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17274\" class=\"wp-image-17274 size-full\" title=\"\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/32694facd4421cf.png\" alt=\"\u667a\u80fd\u4f53-1\" width=\"1024\" height=\"707\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/32694facd4421cf.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/32694facd4421cf-300x207.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/32694facd4421cf-768x530.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/32694facd4421cf-18x12.png 18w\" sizes=\"auto, (max-width: 1024px) 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&#8211; \u6bcf\u4e2a\u667a\u80fd\u4f53\u90fd\u5728\u7279\u5b9a\u9886\u57df\u6216\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272 &#8211; \u6211\u4eec \u591f\u5728\u5404\u4e2a\u884c\u4e1a\u548c\u95ee\u9898\u9886\u57df\u63d0\u4f9b\u5353\u8d8a\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u91cd\u8981\u7684\u662f\u8981\u8bb0\u4f4f\uff0c\u6784\u5efa\u590d\u6742\u7684\u667a\u80fd\u4f53\u67b6\u6784\u9700\u8981\u8fed\u4ee3\u65b9\u6cd5\u3002\u5b9e\u9a8c\u548c\u6539\u8fdb\u662f\u4e3a\u7279\u5b9a\u4e1a\u52a1\u6848\u4f8b\u548c\u7ec4\u7ec7\u9700\u6c42\u627e\u5230\u89e3\u51b3\u65b9\u6848\u7684\u5173\u952e\u3002\u7531\u4e8e\u652f\u6301\u5176\u67b6\u6784\u7684\u57fa\u7840\u6a21\u578b\u7684\u751f\u6210\u6027\u8d28\uff0c\u6ca1\u6709\u4e24\u4e2a\u667a\u80fd\u4f53\u662f\u5b8c\u5168\u76f8\u540c\u7684\u3002\u4f46\u662f\uff0c\u901a\u8fc7\u5229\u7528\u6bcf\u4e2a\u57fa\u7840\u7ec4\u4ef6\u7684\u4f18\u52bf\uff0c\u6211\u4eec\u53ef\u4ee5\u521b\u5efa\u6269\u5c55\u8bed\u8a00\u6a21\u578b\u80fd\u529b\u5e76\u9a71\u52a8\u5b9e\u9645\u4ef7\u503c\u7684\u6709\u5f71\u54cd\u529b\u7684\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n<p><strong>\u5c3e\u6ce8<\/strong><\/p>\n<ul>\n<li><strong>Shafran, I., Cao, Y. et al., 2022, &#8216;ReAct: Synergizing Reasoning and Acting in Language Models&#8217;. Available at:<\/strong><br \/>\nhttps:\/\/arxiv.org\/abs\/2210.03629<\/li>\n<li><strong>Wei, J., Wang, X. et al., 2023, &#8216;Chain-of-Thought Prompting Elicits Reasoning in Large Language Models&#8217;.<\/strong><br \/>\nAvailable at:\u00a0https:\/\/arxiv.org\/pdf\/2201.11903.pdf.<\/li>\n<li><strong>Wang, X. et al., 2022, &#8216;Self-Consistency Improves Chain of Thought Reasoning in Language Models&#8217;.<\/strong><br \/>\nAvailable at:\u00a0https:\/\/arxiv.org\/abs\/2203.11171.<\/li>\n<li><strong>Diao, S. et al., 2023, &#8216;Active Prompting with Chain-of-Thought for Large Language Models&#8217;. Available at:<\/strong><br \/>\nhttps:\/\/arxiv.org\/pdf\/2302.12246.pdf.<\/li>\n<li><strong>Zhang, H. et al., 2023, &#8216;Multimodal Chain-of-Thought Reasoning in Language Models&#8217;. Available at:<\/strong><br \/>\nhttps:\/\/arxiv.org\/abs\/2302.00923.<\/li>\n<li><strong>Yao, S. et al., 2023, &#8216;Tree of Thoughts: Deliberate Problem Solving with Large Language Models&#8217;. Available at:<\/strong><br \/>\nhttps:\/\/arxiv.org\/abs\/2305.10601.<\/li>\n<li><strong>Long, X., 2023, &#8216;Large Language Model Guided Tree-of-Thought&#8217;. Available at:<\/strong><br \/>\nhttps:\/\/arxiv.org\/abs\/2305.08291.<\/li>\n<li>**Google. &#8216;Google Gemini Application&#8217;. Available at: **http:\/\/gemini.google.com.<\/li>\n<li>**Swagger. &#8216;OpenAPI Specification&#8217;. Available at: **https:\/\/swagger.io\/specification\/.<\/li>\n<li><strong>Xie, M., 2022, &#8216;How does in-context learning work? A framework for understanding the differences from<\/strong><br \/>\ntraditional supervised learning&#8217;. Available at:\u00a0https:\/\/ai.stanford.edu\/blog\/understanding-incontext\/.<\/li>\n<li><strong>Google Research. &#8216;ScaNN (Scalable Nearest Neighbors)&#8217;. Available at:<\/strong><br \/>\nhttps:\/\/github.com\/google-research\/google-research\/tree\/master\/scann.<\/li>\n<li>**LangChain. &#8216;LangChain&#8217;. Available at: **https:\/\/python.langchain.com\/v0.2\/docs\/introduction\/.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aJulia Wiesinger\uff0cPatrick Marlow\u548c Vladimir Vuskovic \u539f\u6587\uff1ahttps:\/\/www.kaggle.com\/whitepaper-agents &nbsp; \u76ee\u5f55 \u7b80\u4ecb \u4ec0\u4e48\u662f\u667a\u80fd\u4f53\uff1f \u6a21\u578b&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-17260","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/17260","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=17260"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/17260\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=17260"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=17260"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=17260"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}