{"id":28888,"date":"2026-03-05T07:52:45","date_gmt":"2026-03-04T23:52:45","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=28888"},"modified":"2026-03-05T07:52:45","modified_gmt":"2026-03-04T23:52:45","slug":"spring-ai-alibaba-%e5%85%a5%e9%97%a8%e4%b8%8e%e5%ae%9e%e6%88%98%ef%bc%9a%e4%b8%80%e6%96%87%e6%9e%84%e5%bb%ba%e6%99%ba%e8%83%bd%e5%a4%a9%e6%b0%94%e6%9f%a5%e8%af%a2%e5%8a%a9%e6%89%8b","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2026\/03\/05\/28888\/","title":{"rendered":"Spring AI Alibaba \u5165\u95e8\u4e0e\u5b9e\u6218\uff1a\u4e00\u6587\u6784\u5efa\u667a\u80fd\u5929\u6c14\u67e5\u8be2\u52a9\u624b"},"content":{"rendered":"<div class=\"article-desc\">\u672c\u6587\u5c06\u4eceAI\u6838\u5fc3\u6982\u5ff5\u5165\u624b\uff0c\u7ed3\u5408\u4e00\u4e2a\u5929\u6c14\u9884\u62a5\u52a9\u624b\u7684\u6848\u4f8b\u8fdb\u884c\u8fed\u4ee3\u6f14\u8fdb\uff0c\u8ba9\u8bfb\u8005\u5bf9\u6846\u67b6\u6838\u5fc3\u80fd\u529b\u6709\u6574\u4f53\u8ba4\u8bc6\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p>\u501f\u52a9Spring\u00a0\u5f3a\u5927\u7684\u751f\u6001\uff0cSpring AI alibaba\u6210\u4e3aJava\u7cfb\u4e2d\u5b8c\u6574\u7684AI\u5e94\u7528\u6846\u67b6\uff0c\u672c\u6587\u5c06\u4eceAI\u6838\u5fc3\u6982\u5ff5\u5165\u624b\uff0c\u7ed3\u5408\u4e00\u4e2a\u5929\u6c14\u9884\u62a5\u52a9\u624b\u7684\u6848\u4f8b\u8fdb\u884c\u8fed\u4ee3\u6f14\u8fdb\uff0c\u8ba9\u8bfb\u8005\u5bf9\u6846\u67b6\u6838\u5fc3\u80fd\u529b\u6709\u6574\u4f53\u8ba4\u8bc6\u3002<\/p>\n<p><img data-dominant-color=\"127fb0\" data-has-transparency=\"false\" style=\"--dominant-color: #127fb0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-28889\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/66067a205ed261cb79c22412cd4b4835080f0f.png\" width=\"1248\" height=\"696\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/66067a205ed261cb79c22412cd4b4835080f0f.png 1248w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/66067a205ed261cb79c22412cd4b4835080f0f-300x167.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/66067a205ed261cb79c22412cd4b4835080f0f-1024x571.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/66067a205ed261cb79c22412cd4b4835080f0f-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/66067a205ed261cb79c22412cd4b4835080f0f-768x428.png 768w\" sizes=\"auto, (max-width: 1248px) 100vw, 1248px\" \/><\/p>\n<h3>\u4e00\u3001AI\u6838\u5fc3\u6982\u5ff5<\/h3>\n<h4>1. Model(\u6a21\u578b)<\/h4>\n<p>\u6a21\u578b\u662f\u5904\u7406\u548c\u751f\u6210\u4fe1\u606f\u7684\u7b97\u6cd5\uff0c\u662f\u901a\u8fc7\u6d77\u91cf\u8bed\u6599\u8fdb\u884c\u9884\u8bad\u7ec3\u5f97\u5230\u7684\u53c2\u6570\u96c6\u5408\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u5176\u7406\u89e3\u4e3a\u4e00\u4e2a\u7ecf\u9a8c\u4e30\u5bcc\u7684\u95ee\u7b54\u4e13\u5bb6\u3002<\/p>\n<p>\u4ece\u6280\u672f\u89d2\u5ea6\u6765\u8bf4\uff0c\u73b0\u4ee3\u5927\u8bed\u8a00\u6a21\u578b\u90fd\u662f\u57fa\u4e8eTransformer\u67b6\u6784\uff0c\u5373\u901a\u8fc7\u81ea\u56de\u5f52\u9884\u6d4b\u6839\u636e\u5df2\u6709\u5e8f\u5217\u4e0d\u65ad\u5faa\u73af\u63a8\u6d4b\u4e0b\u4e00\u4e2atoken\uff0c\u5b8c\u6210\u4e00\u6b21\u5b8c\u6574\u7684\u5bf9\u8bdd\u3002\u73b0\u4ee3\u5927\u8bed\u8a00\u6a21\u578b\u53c2\u6570\u901a\u5e38\u8fbe\u5230\u6570\u5341\u4ebf\u751a\u81f3\u767e\u4ebf\u7ea7\u522b\uff0c\u5e76\u7f16\u7801\u4e86\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u548c\u89c4\u5f8b\uff0c\u8fd9\u4e5f\u5c31\u662f\u4e3a\u4ec0\u4e48\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u5f88\u597d\u7684\u6839\u636e\u8f93\u5165\u5b8c\u6210\u63a8\u7406\u548c\u751f\u6210\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202603\/04\/8870b36842c57617cdc270e36c9e16b98d7954.webp\" data-type=\"block\" \/><\/p>\n<p>\u6211\u4eec\u4e3e\u4e2a\u5177\u4f53\u7684\u4f8b\u5b50\uff1a\u5f53\u7528\u6237\u8be2\u95eeJava\u9762\u5411\u5bf9\u8c61\u4e09\u5927\u7279\u6027\uff0c\u6a21\u578b\u7684\u5de5\u4f5c\u6b65\u9aa4\u4e3a\uff1a<\/p>\n<ul data-id=\"u738a58b-8HbQhlgV\">\n<li data-id=\"ld70c578-Y7deVGsH\">\u5c06\u8f93\u5165\u6587\u672ctoken\u5316\uff0c\u8f6c\u4e3a\u6a21\u578b\u80fd\u591f\u8bc6\u522b\u7684\u8bed\u8a00<\/li>\n<li data-id=\"ld70c578-2tzGQR1W\">\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u8ba1\u7b97token\u4e4b\u95f4\u7684\u76f8\u5173\u6027\uff0c\u63a8\u5bfc\u51fa\u4e0b\u4e00\u4e2a\u53ef\u80fd\u8f93\u51fa\u7684\u7ed3\u679c<\/li>\n<li data-id=\"ld70c578-rcqWAV0A\">\u901a\u8fc7\u6ce8\u610f\u529b\u6743\u91cd\u8fdb\u884c\u63a8\u7406\u9884\u6d4b\uff0c\u9009\u62e9\u6982\u7387\u6700\u5927\u7684\u4e00\u4e2a\u4f5c\u4e3a\u8f93\u51fa<\/li>\n<\/ul>\n<p>\u91cd\u590d\u4e0a\u8ff0\u6b65\u9aa4\uff0c\u4e0d\u65ad\u751f\u6210\u4e0b\u4e00\u4e2atoken\u5e76\u8f93\u51fa\uff0c\u6784\u5efa\u51fa\u5b8c\u6210\u7684\u63a8\u7406\u7ed3\u679c\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202603\/04\/88ac3bd730ff067ac901100ace47133d958727.webp\" data-type=\"block\" \/><\/p>\n<h4>2. \u5927\u8bed\u8a00\u6a21\u578b(LLM)<\/h4>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u5219\u662f\u6a21\u578b\u57fa\u7840\u4e4b\u4e0a\u7684\u589e\u5f3a\u7248\uff0c\u662f\u4e00\u4e2a\u80fd\u529b\u66f4\u52a0\u7efc\u5408\u5f3a\u5927\u7684\u7b97\u6cd5\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u8bad\u7ec3\u4e13\u95e8\u7684\u6a21\u578b\uff0c\u5927\u6a21\u578b\u53c2\u6570\u8d8a\u591a\uff0c\u8bb0\u5fc6\u80fd\u529b\u4e5f\u5c31\u8d8a\u5f3a\uff0c\u7406\u89e3\u80fd\u529b\u4e5f\u5c31\u8d8a\u597d\uff0c\u751f\u6210\u7684\u7ed3\u679c\u4e5f\u5c31\u66f4\u4e13\u4e1a\u4e14\u7b26\u5408\u9884\u671f\u3002<\/p>\n<p>\u8fd9\u91cc\u7b14\u8005\u4e5f\u7ed9\u51fa\u4e1a\u754c\u5bf9\u6a21\u578b\u89c4\u6a21\u7684\u901a\u7528\u5206\u7c7b\u6807\u51c6\uff08\u4ee5Transformer-based\u8bed\u8a00\u6a21\u578b\u4e3a\u4f8b\uff09\uff1a<\/p>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"616.997px\">\n<colgroup data-id=\"c7104f7d-lUNEmOBd\">\n<col span=\"1\" width=\"154.236\" data-id=\"cd89ecb0-DT6V9AQJ\" \/>\n<col span=\"1\" width=\"154.236\" data-id=\"cd89ecb0-JqmQjjgJ\" \/>\n<col span=\"1\" width=\"154.236\" data-id=\"cd89ecb0-PtTbfV7V\" \/>\n<col span=\"1\" width=\"154.288\" data-id=\"cd89ecb0-L5WiIT9U\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-8HlBcZe1\">\n<tr data-id=\"t31e458f-hPo2uWxU\">\n<td data-id=\"t6267798-rz0kR9f0\" data-transient-attributes=\"table-cell-selection\">\u5206\u7c7b<\/td>\n<td data-id=\"t6267798-6dKf1GSA\" data-transient-attributes=\"table-cell-selection\">\u53c2\u6570\u89c4\u6a21<\/td>\n<td data-id=\"t6267798-cApBXVma\" data-transient-attributes=\"table-cell-selection\">\u4ee3\u8868\u6a21\u578b<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-tNghZxZj\" data-transient-attributes=\"table-cell-selection\">\u7279\u70b9<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-dSQ61fZG\">\n<td data-id=\"t6267798-59lCcEWu\" data-transient-attributes=\"table-cell-selection\">\u5c0f\u6a21\u578b<\/td>\n<td data-id=\"t6267798-EB1G02s2\" data-transient-attributes=\"table-cell-selection\">&lt; 1\u4ebf<\/td>\n<td data-id=\"t6267798-B6AEx1P6\" data-transient-attributes=\"table-cell-selection\">DistilBERT<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-gidNzRDg\" data-transient-attributes=\"table-cell-selection\">\u9002\u5408\u7aef\u4fa7\u90e8\u7f72\uff0c\u63a8\u7406\u901f\u5ea6\u5feb<\/td>\n<\/tr>\n<tr data-id=\"td7f8b0e-9afi7cf1\">\n<td data-id=\"t27933fe-WaTL30VR\" data-transient-attributes=\"table-cell-selection\">\u4e2d\u7b49\u6a21\u578b<\/td>\n<td data-id=\"t27933fe-nRBh9glD\" data-transient-attributes=\"table-cell-selection\">1\u4ebf &#8211; 100\u4ebf<\/td>\n<td data-id=\"t27933fe-UVMLHk7i\" data-transient-attributes=\"table-cell-selection\">LLaMA-7B<\/td>\n<td class=\"table-last-row\" data-id=\"t27933fe-mKFmeW6Q\" data-transient-attributes=\"table-cell-selection\">\u5177\u5907\u57fa\u7840\u63a8\u7406\u80fd\u529b\uff0c\u53ef\u672c\u5730\u8fd0\u884c<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-v876D2DP\">\n<td data-id=\"t6267798-SFml400k\" data-transient-attributes=\"table-cell-selection\">\u5927\u6a21\u578b<\/td>\n<td data-id=\"t6267798-rbKPLC38\" data-transient-attributes=\"table-cell-selection\">100\u4ebf &#8211; 500\u4ebf<\/td>\n<td data-id=\"t6267798-7GKCRQNo\" data-transient-attributes=\"table-cell-selection\">GPT-3(1750\u4ebf)\u3001LLaMA-70B<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-a9a1Iqcs\" data-transient-attributes=\"table-cell-selection\">\u5177\u5907\u6d8c\u73b0\u80fd\u529b\uff0c\u6027\u80fd\u663e\u8457\u63d0\u5347<\/td>\n<\/tr>\n<tr data-id=\"td7f8b0e-AlOekVFZ\">\n<td class=\"table-last-column\" data-id=\"t27933fe-1PSWWlbA\" data-transient-attributes=\"table-cell-selection\">\u8d85\u5927\u6a21\u578b<\/td>\n<td class=\"table-last-column\" data-id=\"t27933fe-oQjQPYZD\" data-transient-attributes=\"table-cell-selection\">&gt; 5000\u4ebf<\/td>\n<td class=\"table-last-column\" data-id=\"t27933fe-hkgGg7Bg\" data-transient-attributes=\"table-cell-selection\">GPT-4\u3001Claude 3<\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t27933fe-mc0E4NPt\" data-transient-attributes=\"table-cell-selection\">\u5177\u5907\u5f3a\u5927\u7684\u63a8\u7406\u548c\u751f\u6210\u80fd\u529b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p>\u8865\u5145\u8bf4\u660e\uff1a\u4e1a\u754c\u901a\u5e38\u8ba4\u4e3a\u5f53\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u8d85\u8fc7100\u4ebf\u65f6\uff0c\u4f1a\u51fa\u73b0&#8221;\u6d8c\u73b0\u80fd\u529b&#8221;\uff08Emergent Abilities\uff09\uff0c\u5373\u6a21\u578b\u5728\u8bad\u7ec3\u6570\u636e\u91cf\u8fbe\u5230\u4e00\u5b9a\u89c4\u6a21\u540e\uff0c\u7a81\u7136\u5c55\u73b0\u51fa\u5728\u5c0f\u6a21\u578b\u4e0a\u4e0d\u5177\u5907\u7684\u63a8\u7406\u3001\u89c4\u5212\u7b49\u80fd\u529b\u30021750\u4ebf\u662fGPT-3\u7684\u53c2\u6570\u91cf\uff0c\u662f\u5927\u8bed\u8a00\u6a21\u578b\u53d1\u5c55\u53f2\u4e0a\u7684\u91cc\u7a0b\u7891\uff1b\u4e07\u4ebf\u7ea7\u53c2\u6570\u662f\u76ee\u524d\u8d85\u5927\u6a21\u578b\u7684\u4f30\u7b97\u95e8\u69db\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>3. \u5d4c\u5165\u5f0f\u6a21\u578b(Embedding Model)<\/h4>\n<p>\u6a21\u578b\u65e0\u6cd5\u4ece\u76f4\u63a5\u7406\u89e3\u6587\u672c\u4e2d\u7684\u8bed\u4e49\uff0c\u6240\u4ee5\u9488\u5bf9\u975e\u7ed3\u6784\u5316\u6570\u636e\uff08\u5982\u6587\u672c\u3001\u56fe\u50cf\uff09\uff0cEmbedding\u6a21\u578b\u5c06\u8f6c\u4e3a\u9ad8\u7ef4\u5411\u91cf\uff0c\u5c06\u4eba\u7c7b\u53ef\u7406\u89e3\u7684\u8bed\u4e49\u4fe1\u606f\u7f16\u7801\u5230\u6570\u5b66\u7684\u5411\u91cf\u7a7a\u95f4\u4e2d\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0cEmbedding\u6a21\u578b\u6838\u5fc3\u5de5\u4f5c\u539f\u7406\u662f\uff1a<\/p>\n<ul data-id=\"u738a58b-mMIFgVdg\">\n<li data-id=\"ld70c578-ycfItHev\">\u8bed\u4e49\u7f16\u7801\uff1a\u5c06\u6587\u672c\u6620\u5c04\u5230\u7a20\u5bc6\u7684\u5411\u91cf\u7a7a\u95f4\uff0c\u786e\u4fdd\u76f8\u4f3c\u7684\u8bed\u4e49\u5728\u5411\u91cf\u7a7a\u95f4\u8ddd\u79bb\u66f4\u8fd1<\/li>\n<li data-id=\"ld70c578-9DrtSWoF\">\u5411\u91cf\u68c0\u7d22\uff1a\u901a\u8fc7\u4f59\u5f26\u76f8\u4f3c\u5ea6\u6216\u8005\u6b27\u6c0f\u8ddd\u79bb\u8ba1\u7b97\u5411\u91cf\u76f8\u5173\u6027<\/li>\n<\/ul>\n<p>\u8fd9\u4f7f\u5f97\u8be5\u6a21\u578b\u7ecf\u8fc7\u8bad\u7ec3\u540e\uff0c\u53ef\u4ee5\u505a\u5230\uff1a<\/p>\n<ul data-id=\"u738a58b-caCABma7\">\n<li data-id=\"ld70c578-56AULiqH\">\u82f9\u679c\u8fd9\u4e2a\u8bcd\uff0c\u5728\u8ba8\u8bba\u6c34\u679c\u548c\u79d1\u6280\u516c\u53f8\u65f6\uff0c\u5176\u5411\u91cf\u662f\u4e0d\u540c\u7684\uff0c\u4e0d\u4f1a\u56e0\u4e3a\u8be2\u95ee\u82f9\u679c\u624b\u673a\u7684\u95ee\u9898\uff0c\u800c\u8f93\u51fa\u5173\u4e8e\u6c34\u679c\u7684\u56de\u7b54<\/li>\n<li data-id=\"ld70c578-h9X38PTS\">\u732b\u548c\u72d7\u5728\u5411\u91cf\u7a7a\u95f4\u7684\u4f4d\u7f6e\u6bd4\u8f83\u63a5\u8fd1\uff08\u90fd\u662f\u5ba0\u7269\uff09<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u6a21\u578b\u5927\u5927\u63d0\u5347\u7684\u6570\u636e\u68c0\u7d22\u7684\u6548\u7387\uff0c\u4ee5\u56fe\u4e66\u7ba1\u7406\u7cfb\u7edf\u4e3a\u4f8b\uff0c\u4f20\u7edf\u7684\u6570\u636e\u68c0\u7d22\u9700\u8981\u7cbe\u786e\u7684\u5173\u952e\u5b57\u624d\u80fd\u8fdb\u884c\u77e5\u8bc6\u68c0\u7d22\uff0c\u6211\u4eec\u53ef\u80fd\u9700\u8981\u901a\u8fc7\uff1a<\/p>\n<ul data-id=\"u738a58b-T71pO061\">\n<li data-id=\"ld70c578-AJddVPAK\">\u4e66\u540d\u6a21\u7cca\u67e5\u8be2\uff08MySQL like\u64cd\u4f5c\uff09<\/li>\n<li data-id=\"ld70c578-0GcrlMAx\">\u4e66\u672c\u5185\u5bb9\u6a21\u7cca\u67e5\u8be2\uff08es\u7684search\uff09<\/li>\n<\/ul>\n<p>\u6240\u4ee5\uff0c\u5982\u679c\u6211\u4eec\u4e0d\u80fd\u63d0\u4f9b\u201c\u76f8\u5bf9\u7cbe\u786e\u201d\u7684\u5173\u952e\u8bcd\uff0c\u4f8b\u5982\u68c0\u7d22\u300a\u54c8\u5229\u6ce2\u7279\u300b\u8fd9\u672c\u4e66\u5c31\u5fc5\u987b\u63d0\u4f9b\u4e66\u672c\u540d\u54c8\u5229\u6216\u8005\u5c0f\u8bf4\u7ae0\u8282\u4efb\u610f\u51c6\u786e\u7684\u5173\u952e\u5b57\uff0c\u5426\u5219\u5c31\u65e0\u6cd5\u68c0\u7d22\u5230\u8fd9\u4e9b\u4fe1\u606f\u3002<\/p>\n<p>\u800c\u5d4c\u5165\u5f0f\u6a21\u578b\u5c06\u8fd9\u4e9b\u4e66\u7c4d\u7684\u4fe1\u606f\u3001\u5185\u5bb9\u90fd\u8f6c\u4e3a\u5411\u91cf\u6570\u636e\u5e76\u5b58\u50a8\u5230\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u3002\u5f53\u7528\u6237\u8f93\u5165\u4e00\u4e2a\u5c0f\u7537\u5b69\u5230\u9b54\u6cd5\u5b66\u6821\u4e0a\u5b66\u7684\u5192\u9669\u6545\u4e8b\uff0c\u7cfb\u7edf\u4f1a\u5c06\u5176\u8f6c\u6362\u4e3a\u5411\u91cf\uff0c\u901a\u8fc7\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u8bed\u4e49\u5f97\u5230\u6700\u76f8\u5173\u4e66\u7c4d\uff0c\u4ece\u800c\u5b9a\u4f4d\u5230\u672c\u6848\u4f8b\u7684**\u300a\u54c8\u5229\u6ce2\u7279\u300b**\u3002<\/p>\n<h4>4. Prompt\uff08\u63d0\u793a\uff09<\/h4>\n<p>\u63d0\u793a\u8bcd\u662f\u4e0e\u6a21\u578b\u6c9f\u901a\u7684\u5165\u53e3\uff0c\u901a\u8fc7\u5f15\u5bfc\u5927\u8bed\u8a00\u6a21\u578b\u6309\u7167\u9884\u671f\u76ee\u6807\u63a8\u7406\u51fa\u6700\u76f8\u5173\u7ed3\u679c\u5e76\u8f93\u51fa\uff0c\u63d0\u793a\u8bcd\u7684\u8d28\u91cf\u5bf9\u6700\u7ec8\u6548\u679c\u6709\u7740\u663e\u8457\u4f5c\u7528\uff0c\u4f46\u5177\u4f53\u63d0\u5347\u5e45\u5ea6\u56e0\u6a21\u578b\u80fd\u529b\u548c\u4efb\u52a1\u5dee\u5f02\u800c\u5b9a\u3002<\/p>\n<p>\u597d\u7684\u63d0\u793a\u8bcd\u5df2\u5177\u5907\u7cfb\u7edf\u5316\u7684\u8bbe\u8ba1\u65b9\u6cd5\uff0c\u7ed3\u5408\u4e1a\u754c\u4e3b\u6d41\u5b9e\u8df5\uff0c\u6211\u4eec\u63a8\u8350KITE\u63d0\u793a\u8bcd\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u4e0eLLM\u5185\u90e8\u5de5\u4f5c\u673a\u5236\u6df1\u5ea6\u5951\u5408\uff1a<\/p>\n<ul data-id=\"u738a58b-MQ5HIQ0W\">\n<li data-id=\"ld70c578-synWSL5d\">\u8ba4\u77e5\uff08Knowledge\uff09\uff1a\u901a\u8fc7\u77e5\u8bc6\u6ce8\u5165\u5f15\u5bfcLLM\u6ce8\u610f\u529b\u6743\u91cd\u5411\u76f8\u5173\u9886\u57df\u77e5\u8bc6\u503e\u659c\uff0c\u51cf\u5c0f\u65e0\u5173\u4fe1\u606f\u5e72\u6270<\/li>\n<li data-id=\"ld70c578-eWG5r95g\">\u6307\u4ee4\uff08Instruction\uff09\uff1a\u660e\u786e\u6307\u4ee4\u4e3aLLM\u63d0\u4f9b\u63a8\u7406\u8def\u5f84\u89c4\u5212\uff0c\u51cf\u5c11\u4efb\u52a1\u7406\u89e3\u7684\u4e0d\u786e\u5b9a\u6027<\/li>\n<li data-id=\"ld70c578-bcQbM33n\">\u76ee\u6807\uff08Target\uff09\uff1a\u8bbe\u5b9a\u76ee\u6807\u7ea6\u675fLLM\u8f93\u51fa\u65b9\u5411\uff0c\u63d0\u5347\u7ed3\u679c\u56de\u7b54\u51c6\u786e\u6027<\/li>\n<li data-id=\"ld70c578-BoaEq6UZ\">\u9650\u5236\uff08Edge\uff09\uff1a\u901a\u8fc7\u7ea6\u675f\u754c\u5b9aLLM\u751f\u6210\u7a7a\u95f4\uff0c\u786e\u4fdd\u8f93\u51fa\u5b89\u5168\u5408\u89c4<\/li>\n<\/ul>\n<p>\u4f8b\u5982\uff0c\u4e0b\u9762\u8fd9\u6bb5\u8ba9\u6a21\u578b\u751f\u6210java\u5feb\u901f\u6392\u5e8f\u7684\u63d0\u793a\u8bcd\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">## \u8ba4\u77e5\u80cc\u666f\r\n\r\n\u6211\u9700\u8981\u5b9e\u73b0\u4e00\u4e2a\u7ecf\u5178\u7684\u5feb\u901f\u6392\u5e8f\u7b97\u6cd5\u3002\u5feb\u901f\u6392\u5e8f\u662f\u4e00\u79cd\u5206\u6cbb\u7b97\u6cd5\uff0c\u901a\u8fc7\u9009\u62e9\u4e00\u4e2a\u57fa\u51c6\u5143\u7d20\u5c06\u6570\u7ec4\u5206\u4e3a\u5de6\u53f3\u4e24\u90e8\u5206\uff0c\u5de6\u8fb9\u5143\u7d20\u90fd\u5c0f\u4e8e\u57fa\u51c6\uff0c\u53f3\u8fb9\u90fd\u5927\u4e8e\u57fa\u51c6\uff0c\u7136\u540e\u9012\u5f52\u5730\u5bf9\u5de6\u53f3\u5b50\u6570\u7ec4\u8fdb\u884c\u6392\u5e8f\u3002\u6211\u5e0c\u671b\u5f97\u5230\u4e00\u4e2a\u6b63\u786e\u3001\u9ad8\u6548\u4e14\u6613\u4e8e\u7406\u89e3\u7684Java\u5b9e\u73b0\u3002\r\n\r\n## \u4efb\u52a1\u63cf\u8ff0 \r\n\r\n\u8bf7\u7f16\u5199\u4e00\u4e2aJava\u5feb\u901f\u6392\u5e8f\u5b9e\u73b0\uff0c\u5305\u542b\u4ee5\u4e0b\u5185\u5bb9\uff1a\r\n\r\n<span class=\"token number\">1.<\/span> \u5b9e\u73b0 <span class=\"token template-string\"><span class=\"token template-punctuation string\">`<\/span><span class=\"token string\">quickSort<\/span><span class=\"token template-punctuation string\">`<\/span><\/span> \u65b9\u6cd5\u4f5c\u4e3a\u5165\u53e3 \r\n<span class=\"token number\">2.<\/span> \u5b9e\u73b0\u9012\u5f52\u6392\u5e8f\u903b\u8f91 \r\n<span class=\"token number\">3.<\/span> \u5b9e\u73b0\u5206\u533a\u51fd\u6570\uff08partition\uff09 \r\n<span class=\"token number\">4.<\/span> \u5305\u542b\u4e00\u4e2a\u7b80\u5355\u7684\u6d4b\u8bd5\u7528\u4f8b\r\n    \r\n\r\n## \u76ee\u6807\r\n\r\n\u751f\u6210\u4e00\u4e2a\u53ef\u76f4\u63a5\u8fd0\u884c\u7684Java\u7a0b\u5e8f\uff0c\u80fd\u591f\uff1a\r\n<span class=\"token operator\">-<\/span> \u6b63\u786e\u5bf9\u6574\u6570\u6570\u7ec4\u8fdb\u884c\u5347\u5e8f\u6392\u5e8f  \r\n<span class=\"token operator\">-<\/span> \u4ee3\u7801\u7ed3\u6784\u6e05\u6670\uff0c\u5305\u542b\u5fc5\u8981\u7684\u6ce8\u91ca  \r\n<span class=\"token operator\">-<\/span> \u5728main\u65b9\u6cd5\u4e2d\u6f14\u793a\u6392\u5e8f\u524d\u540e\u7684\u6570\u7ec4\u53d8\u5316 \r\n\r\n## \u9650\u5236\u6761\u4ef6\r\n\r\n<span class=\"token operator\">-<\/span> \u4f7f\u7528Lomuto\u5206\u533a\u65b9\u6848\uff08\u4ee5\u6700\u540e\u4e00\u4e2a\u5143\u7d20\u4e3a\u57fa\u51c6\uff09\r\n<span class=\"token operator\">-<\/span> \u65f6\u95f4\u590d\u6742\u5ea6\u8981\u6c42\uff1a\u5e73\u5747<span class=\"token constant\">O<\/span><span class=\"token punctuation\">(<\/span>n log n<span class=\"token punctuation\">)<\/span> \r\n<span class=\"token operator\">-<\/span> \u7a7a\u95f4\u590d\u6742\u5ea6\u8981\u6c42\uff1a\u539f\u5730\u6392\u5e8f\uff0c\u4e0d\u4f7f\u7528\u989d\u5916\u6570\u7ec4  \r\n<span class=\"token operator\">-<\/span> \u5904\u7406\u8fb9\u754c\u60c5\u51b5\uff1a\u7a7a\u6570\u7ec4\u3001\u5355\u5143\u7d20\u6570\u7ec4\u3001\u5df2\u6392\u5e8f\u6570\u7ec4  \r\n<span class=\"token operator\">-<\/span> \u9075\u5faaJava\u7f16\u7801\u89c4\u8303\uff0c\u7c7b\u540d\u4f7f\u7528QuickSort\uff0c\u65b9\u6cd5\u540d\u4f7f\u7528\u9a7c\u5cf0\u547d\u540d<\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>5. Token(\u4ee4\u724c)<\/h4>\n<p>\u6a21\u578b\u7406\u89e3\u8bed\u8a00\u7684\u57fa\u672c\u5355\u4f4d\u662ftoken\u800c\u975e\u6587\u5b57\uff0ctoken\u662f\u6a21\u578b\u8fd0\u4f5c\u7684\u57fa\u7840\u5355\u5143\uff0c\u8f93\u5165\u7684\u6587\u672c\u4f1a\u88ab\u8f6c\u4e3atoken\u5e8f\u5217\uff0c\u6a21\u578b\u5b8c\u6210\u9884\u6d4b\u63a8\u7406\u540e\uff0c\u518d\u5c06\u751f\u6210\u7ed3\u679ctoken\u518d\u8f6c\u4e3a\u8bcd\u8bed\u8f93\u51fa\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8865\u5145\u8bf4\u660e\uff1a\u82f1\u6587\u901a\u5e38\u4f7f\u7528BPE\uff08Byte Pair Encoding\uff09\u7b49\u8bcd\u7247\u7b97\u6cd5\u8fdb\u884ctokenize\uff0c\u4e00\u4e2atoken\u53ef\u80fd\u5bf9\u5e94\u4e00\u4e2a\u8bcd\u6839\u6216\u8bcd\u7684\u4e00\u90e8\u5206\uff1b\u4e2d\u6587\u5219\u4ee5\u5b57\u7b26\u6216\u8bcd\u4e3a\u5355\u4f4d\u8fdb\u884ctokenize\uff0c\u540c\u6837\u7684\u5185\u5bb9\uff0c\u4e2d\u6587\u6240\u9700\u7684token\u6570\u91cf\u901a\u5e38\u6bd4\u82f1\u6587\u66f4\u591a\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6ce8\u610f\uff1a\u4e0d\u540c\u7684\u6a21\u578b\u4e0a\u4e0b\u6587\u7a97\u53e3**\uff08\u53ef\u5904\u7406\u7684token\u6570\uff09**\u90fd\u662f\u6709\u9650\u7684\uff0c\u5982\u4e0b\u8868\u6240\u793a\uff1a<\/p>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"616.997px\">\n<colgroup data-id=\"c7104f7d-ppgaeMh3\">\n<col span=\"1\" width=\"308.49\" data-id=\"cd89ecb0-nql4vBA3\" \/>\n<col span=\"1\" width=\"308.507\" data-id=\"cd89ecb0-N2QmpgU6\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-pXWMQRB9\">\n<tr data-id=\"t31e458f-sHB3Ep8U\">\n<td data-id=\"t6267798-Oxim2DBI\" data-transient-attributes=\"table-cell-selection\">GPT-3.5<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-tdLlA3pg\" data-transient-attributes=\"table-cell-selection\">4k token<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-Z1uv9Wol\">\n<td data-id=\"t6267798-ZrmQnSl9\" data-transient-attributes=\"table-cell-selection\">GPT-4<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-M2Kou8hM\" data-transient-attributes=\"table-cell-selection\">128k token<\/td>\n<\/tr>\n<tr data-id=\"td7f8b0e-AAPoSefm\">\n<td class=\"table-last-column\" data-id=\"t27933fe-jG8r7Kdk\" data-transient-attributes=\"table-cell-selection\">Claude 3<\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t27933fe-HG9MCdSo\" data-transient-attributes=\"table-cell-selection\">200k token<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>token\u6570\u91cf\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u7684\u8ba1\u7b97\u6210\u672c\u3002\u4e00\u65b9\u9762\uff0ctoken\u6570\u91cf\u8d8a\u591a\uff0c\u6a21\u578b\u7684\u63a8\u7406\u65f6\u95f4\u8d8a\u957f,\u56e0\u4e3aTransformer\u7684\u81ea\u6ce8\u610f\u529b\u673a\u5236\u8ba1\u7b97\u590d\u6742\u5ea6\u4e3aO(n\u00b2\u00b7d)\uff0c\u63a8\u7406\u65f6\u95f4\u968f\u7740\u5e8f\u5217\u5e73\u65b9\u589e\u957f;<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0cTransformer\u7684\u6ce8\u610f\u529b\u673a\u5236\u9700\u8981\u00a0O(n\u00b2)\u00a0\u5b58\u50a8\u7a7a\u95f4\uff0ctoken\u6570\u91cf\u8d8a\u591a\uff0c\u4e0a\u4e0b\u6587\u5360\u7528\u7684\u5185\u5b58\u7a7a\u95f4\u4e5f\u4f1a\u968f\u4e4b\u589e\u5927\uff0c\u8fd9\u4e5f\u5c31\u662f\u5404\u5927\u5382\u5546\u91c7\u7528token\u4f5c\u4e3a\u8ba1\u8d39\u5355\u4f4d\u7684\u539f\u56e0\u3002<\/p>\n<h4>6. Tools\uff08\u5de5\u5177\uff09<\/h4>\n<p>\u6a21\u578b\u7684\u80fd\u529b\u5728\u53d1\u5c55\u521d\u671f\u4ec5\u652f\u6301\u81ea\u7136\u8bed\u8a00\u7684\u8f93\u5165\u548c\u8f93\u51fa\uff0c\u5e76\u4e0d\u5177\u5907\u4e0e\u5916\u90e8\u8fdb\u884c\u4ea4\u4e92\u7684\u80fd\u529b\u3002\u4e3a\u4e86\u589e\u5f3a\u6a21\u578b\u7684\u80fd\u529b\uff0c\u8bbe\u8ba1\u8005\u63d0\u51faTool calling(\u5de5\u5177\u8c03\u7528)\u6216\u8005function calling\u7684\u6982\u5ff5\uff0c\u8ba9LLM\u901a\u8fc7\u7ea6\u5b9a\u597d\u7684\u89c4\u8303\u8ba9\u6a21\u578b\u4e0e\u5916\u90e8\u4e16\u754c\u4ea4\u4e92\uff0c\u4ece\u800c\u6269\u5c55\u6a21\u578b\u7684\u80fd\u529b\u3002<\/p>\n<p>Tools\u5c01\u88c5\u4e86\u8f93\u5165\u6a21\u5f0f\u53ca\u53ef\u8c03\u7528\u51fd\u6570\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5de5\u5177\u6ce8\u518c\u5230\u517c\u5bb9\u7684\u6a21\u578b\uff0c\u5f53\u9700\u8981\u8c03\u7528\u5de5\u5177\u65f6\uff0c\u5b8c\u6574\u7684\u5de5\u4f5c\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n<ul data-id=\"u738a58b-FgdBEYYP\">\n<li data-id=\"ld70c578-FncGNDSz\">\u6a21\u578b\u751f\u6210\u8bf7\u6c42\uff1a\u6a21\u578b\u6839\u636e\u4efb\u52a1\u9700\u6c42\uff0c\u751f\u6210\u7b26\u5408\u5de5\u5177\u7684\u683c\u5f0f\u7684\u53c2\u6570\uff08 \u5305\u542b\u5de5\u5177\u540d\u548c\u53c2\u6570\uff09<\/li>\n<li data-id=\"ld70c578-VcYTrY6J\">\u5ba2\u6237\u7aef\u5de5\u5177\u8c03\u7528\uff1a\u5ba2\u6237\u7aef\u62e6\u622a\u8be5\u8bf7\u6c42\uff0c\u5b8c\u6210\u5b9e\u9645\u7684\u5de5\u5177\u51fd\u6570\u8c03\u7528<\/li>\n<li data-id=\"ld70c578-QvlfgfWQ\">\u8fd4\u56de\u7ed3\u679c\uff1a\u5c06\u5de5\u5177\u6267\u884c\u7ed3\u679c\u8fd4\u56de\u6a21\u578b\uff0c\u6a21\u578b\u57fa\u4e8e\u7ed3\u679c\u7ee7\u7eed\u751f\u6210\u56de\u7b54<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202603\/04\/b1cba459848173371e1863d9a9a9414521702b.webp\" data-type=\"block\" \/><\/p>\n<p>\u603b\u7684\u6765\u8bf4\uff0ctools\u7684\u80fd\u529b\u5927\u4f53\u53ef\u4ee5\u5206\u4e3a\u4ee5\u4e0b\u4e24\u79cd\uff1a<\/p>\n<ul data-id=\"u738a58b-2Ys4DjFb\">\n<li data-id=\"ld70c578-eogvfO74\">\u4fe1\u606f\u68c0\u7d22\uff1a\u901a\u8fc7\u65e2\u5b9a\u7684\u8f93\u5165\u6a21\u5f0f\u53d1\u8d77\u5916\u90e8\u8c03\u7528\uff0c\u4f8b\u5982\uff1aweb\u641c\u7d22\u7b49\u3001\u6570\u636e\u5e93\u67e5\u8be2\u7b49\uff0c\u9488\u5bf9\u65e2\u6709\u6a21\u578b\u7684\u77e5\u8bc6\u8fdb\u884c\u589e\u5f3a\uff0c\u8be5\u573a\u666f\u5e38\u7528\u4e8eRAG(\u68c0\u7d22\u4fe1\u606f\u589e\u5f3a)\uff0c\u4f8b\u5982\uff1a\u68c0\u7d22\u7ed9\u5b9a\u4f4d\u7f6e\u5f53\u65e5\u5929\u6c14\u3001web\u641c\u7d22\u3001\u67e5\u8be2\u6570\u636e\u5e93\u7279\u5b9a\u8bb0\u5f55\u3002<\/li>\n<li data-id=\"ld70c578-pGcfCyyt\">\u6267\u884c\u64cd\u4f5c\uff1a\u6b64\u7c7b\u522b\u7684tool\u53ef\u7528\u4e8e\u53d1\u8d77\u5916\u90e8\u8f6f\u4ef6\u7cfb\u7edf\u8c03\u7528\uff0c\u4f8b\u5982:\u53d1\u9001\u7535\u5b50\u90ae\u4ef6\u3001\u6570\u636e\u5e93\u521b\u5efa\u8bb0\u5f55\u3001\u89e6\u53d1\u5de5\u4f5c\u6d41\u7b49\u3002\u76ee\u6807\u662f\u81ea\u52a8\u5316\u5e72\u9884\u539f\u672c\u662f\u9700\u8981\u4eba\u5de5\u64cd\u4f5c\u7684\u52a8\u4f5c\u6216\u8005\u663e\u793a\u7f16\u7a0b\uff0c\u4f8b\u5982\uff1a\u5b8c\u6210\u8868\u5355\u586b\u5199\u6216\u8005\u7f16\u7a0b\u4e2d\u57fa\u4e8eTDD\u7684\u81ea\u52a8\u5316\u6d4b\u8bd5\u5b9e\u73b0\u7684Java\u4ee3\u7801\u7f16\u5199\u3002<\/li>\n<\/ul>\n<p>\u5f88\u591a\u4eba\u8ba4\u4e3atools\u662f\u6a21\u578b\u7684\u4e00\u90e8\u5206\uff0c\u5b9e\u9645\u4e0atool\u662f\u53ef\u4ee5\u7531\u5ba2\u6237\u7aef\u81ea\u884c\u7f16\u5199\u5b9e\u73b0\u7684\u51fd\u6570\u5de5\u5177\uff0c\u6a21\u578b\u53ea\u80fd\u751f\u6210\u5de5\u5177\u7684\u8c03\u7528\u8bf7\u6c42\u548c\u53c2\u6570\uff0c\u5e76\u4e0d\u5177\u5907\u76f4\u63a5\u8c03\u7528tool api\u7684\u80fd\u529b\uff0c\u8fd9\u4e5f\u662f\u4e00\u79cd\u5173\u952e\u7684\u5b89\u5168\u8003\u8651\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202603\/04\/44b91678083905e7bf6214df969f16088e565f.webp\" data-type=\"block\" \/><\/p>\n<h4>7. Memory(\u8bb0\u5fc6)<\/h4>\n<p>\u4e3a\u4ec0\u4e48\u6211\u4eec\u5728\u5207\u6362\u6a21\u578b\u65f6\u7ee7\u7eed\u8fdb\u884c\u6c9f\u901a\u65f6\uff0c\u4ecd\u80fd\u7406\u89e3\u5bf9\u8bdd\u7684\u4e0a\u4e0b\u6587\uff1f\u672c\u8d28\u4e0a\u5c31\u662fmemory\u8bb0\u5fc6\u529f\u80fd\u3002\u56e0\u4e3aLLM\u672c\u8eab\u662f\u65e0\u72b6\u6001\u7684\uff0c\u65e0\u6cd5\u901a\u8fc7\u5bf9\u8bdd\u6301\u7eed\u5b66\u4e60\u548c\u9002\u5e94\u7528\u6237\u7684\u504f\u597d\u3002\u6240\u4ee5\u901a\u8fc7memory\u5b58\u50a8\u5386\u53f2\u4e0a\u4e0b\u6587\uff0c\u8ba9\u6a21\u578b\u80fd\u591f\u770b\u5230\u4e4b\u524d\u7684\u5bf9\u8bdd\u5185\u5bb9\uff0c\u4ece\u800c\u7ef4\u6301\u4f1a\u8bdd\u7684\u8fde\u8d2f\u6027\u3002<\/p>\n<p>spring AI alibaba\u5c06\u8bb0\u5fc6\u5b58\u50a8Graph\u7684\u72b6\u6001\u4e2d\uff0c\u800c\u72b6\u6001\u5219\u662f\u901a\u8fc7checkpointer\u6301\u4e45\u5316\u5230\u6570\u636e\u5e93\u6216\u5185\u5b58\u4e2d\uff0c\u4ee5\u4fbf\u53ef\u4ee5\u968f\u65f6\u6062\u590d\u7ebf\u7a0b\u3002\u8fd9\u4e5f\u5c31\u662f\u4e3a\u4ec0\u4e48\u5373\u4f7f\u5207\u6362\u6a21\u578b\u6216\u8005\u91cd\u542f\u5e94\u7528\uff0c\u6a21\u578b\u4ecd\u7136\u80fd\u591f\u57fa\u4e8e\u4e4b\u524d\u7684\u4e0a\u4e0b\u6587\u5b8c\u6210\u5408\u7406\u7684\u56de\u7b54\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202603\/04\/135a99961184da85b70481eb9147fef936bff2.webp\" data-type=\"block\" \/><\/p>\n<h3>\u4e8c\u3001\u6784\u5efa\u4e00\u4e2a\u57fa\u7840\u7684agent<\/h3>\n<h4>1. Spring AI \u67b6\u6784\u539f\u7406<\/h4>\n<p>Spring AI\u662fJava\u7cfb\u63d0\u4f9b\u7684\u5f3a\u5927\u7684AI\u6846\u67b6\uff0c\u5b83\u63d0\u4f9b\u4e86\uff1a<\/p>\n<ul data-id=\"u738a58b-RshB5Ppf\">\n<li data-id=\"ld70c578-bSJr5dOQ\">\u7edf\u4e00\u63a5\u53e3\u62bd\u8c61\uff1a\u57fa\u4e8e\u9002\u914d\u5668\u6a21\u5f0f\uff0c\u63d0\u4f9b\u7edf\u4e00\u63a5\u53e3\u8c03\u7528\uff0c\u5f00\u53d1\u8005\u65e0\u9700\u5173\u5fc3\u5e95\u5c42\u5b9e\u73b0\uff0c\u53ea\u9700\u7b80\u5355\u914d\u7f6e\uff0c\u5373\u53ef\u5b8c\u6210\u4e0d\u540cAI\u6a21\u578b\u7684\u63a5\u5165<\/li>\n<li data-id=\"ld70c578-GXbPhCuB\">\u914d\u7f6e\u7ba1\u7406\u5c42\uff1a\u901a\u8fc7Spring Boot\u7684\u81ea\u52a8\u914d\u7f6e\uff0c\u7b80\u5316\u6a21\u578b\u53c2\u6570\u548c\u914d\u7f6e\u7ba1\u7406<\/li>\n<li data-id=\"ld70c578-2XLOaUrG\">\u6d88\u606f\u5904\u7406\u5c42\uff1a\u63d0\u4f9b\u4e86Message\u3001ChatMessage\u7b49\u7edf\u4e00\u6d88\u606f\u6a21\u578b\uff0c\u81ea\u52a8\u5904\u7406\u4e0d\u540cAI\u670d\u52a1\u6d88\u606f\u683c\u5f0f\u4e0a\u7684\u5dee\u5f02<\/li>\n<li data-id=\"ld70c578-wXD3hcdp\">prompt\/output\u62bd\u8c61\uff1a\u7edf\u4e00\u63d0\u793a\u8bcd\u6a21\u677f\u548c\u8f93\u51fa\u89e3\u6790\u8bbe\u8ba1\uff0c\u7b80\u5316\u67b6\u6784\u5316\u8f93\u51fa\u7684\u5904\u7406<\/li>\n<\/ul>\n<h4>2. Spring AI Alibaba<\/h4>\n<p>Spring AI Alibaba(\u4ee5\u4e0b\u7b80\u79f0\u4e3aSAA)\u662f\u6df1\u5ea6\u96c6\u6210Spring AI\u751f\u6001\uff0c\u4e3a\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u548c\u6d41\u7a0b\u7f16\u6392\u8bbe\u8ba1\u7684\u9879\u76ee\uff0c\u4f7f\u5f97\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u4e0d\u523010\u884c\u7684\u4ee3\u7801\u5b8c\u6210\u667a\u80fd\u4f53\u6784\u5efa\u3002<\/p>\n<p>SAA\u9879\u76ee\u4ece\u67b6\u6784\u4e0a\u6765\u8bf4\uff0c\u81ea\u9876\u5411\u4e0b\u5305\u542b\u4ee5\u4e0b\u4e09\u5c42\uff1a<\/p>\n<ul data-id=\"u738a58b-2sQr0mRh\">\n<li data-id=\"ld70c578-bLTZkmda\">Agent Framework\uff1a\u662f\u4e00\u4e2a\u4ee5ReactAgent\u8bbe\u8ba1\u7406\u5ff5\u4e3a\u6838\u5fc3\u7684agent\u6846\u67b6\uff0c\u4f7f\u5f97\u5f00\u53d1\u8005\u80fd\u591f\u5feb\u901f\u843d\u5730\u5177\u5907\u81ea\u52a8\u4e0a\u4e0b\u6587\u7ba1\u7406\u548c\u4eba\u673a\u4ea4\u4e92\u7b49\u6838\u5fc3\u80fd\u529b\u7684agent\u3002<\/li>\n<li data-id=\"ld70c578-sjQVMn0q\">Graph\uff1agraph\u662f\u4e00\u4e2a\u4f4e\u7ea7\u522b\u7684\u591a\u4ee3\u7406\u534f\u8c03\u6846\u67b6\uff0c\u80fd\u591f\u5e2e\u52a9\u5f00\u53d1\u8005\u5b9e\u73b0\u590d\u6742\u7684\u5e94\u7528\u7a0b\u5e8f\u7f16\u6392\uff0c\u5b83\u5177\u5907\u4e30\u5bcc\u7684\u9884\u5236\u8282\u70b9\u548c\u56fe\u72b6\u6001\u5b9a\u4e49\uff0c\u662fAgent Framework\u7684\u5e95\u5c42\u8fd0\u884c\u57fa\u5ea7\u3002<\/li>\n<li data-id=\"ld70c578-5fhZh46e\">Augmented LLM\uff1a\u4ee5Spring AI\u6846\u67b6\u5e95\u5c42\u9662\u5b50\u62bd\u8c61\u4f5c\u4e3a\u57fa\u7840\uff0c\u4e3a\u6784\u5efa\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u5e94\u7528\u63d0\u4f9b\u57fa\u7840\u62bd\u8c61\uff0c\u4f8b\u5982\u5185\u7f6eTool(\u5de5\u5177)\u3001Model\uff08\u6a21\u578b\uff09\u3001\u6d88\u606f\uff08Message\uff09\u3001\u5411\u91cf\u5b58\u50a8\uff08Vector Store\uff09\u7b49<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202603\/04\/8752c9891a02d469410022c391c3a1ebd8e917.webp\" data-type=\"block\" \/><\/p>\n<h4>3. \u73af\u5883\u8bf4\u660e<\/h4>\n<ul data-id=\"u738a58b-JGGYAhKm\">\n<li data-id=\"ld70c578-e6y8gopa\">jdk17+<\/li>\n<li data-id=\"ld70c578-ID2IQBmb\">Spring boot 3.x<\/li>\n<li data-id=\"ld70c578-NiaeIEbQ\">Maven 3.9.x<\/li>\n<\/ul>\n<p>\u642d\u5efa\u57fa\u672c\u9879\u9aa8\u67b6\u540e\uff0c\u9700\u5f15\u5165spring ai alibaba\u76f8\u5173\u4f9d\u8d56\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token operator\">&lt;<\/span>dependency<span class=\"token operator\">&gt;<\/span>  \r\n    <span class=\"token operator\">&lt;<\/span>groupId<span class=\"token operator\">&gt;<\/span>com<span class=\"token punctuation\">.<\/span>alibaba<span class=\"token punctuation\">.<\/span>cloud<span class=\"token punctuation\">.<\/span>ai<span class=\"token operator\">&lt;<\/span><span class=\"token operator\">\/<\/span>groupId<span class=\"token operator\">&gt;<\/span>  \r\n    <span class=\"token operator\">&lt;<\/span>artifactId<span class=\"token operator\">&gt;<\/span>spring<span class=\"token operator\">-<\/span>ai<span class=\"token operator\">-<\/span>alibaba<span class=\"token operator\">-<\/span>agent<span class=\"token operator\">-<\/span>framework<span class=\"token operator\">&lt;<\/span><span class=\"token operator\">\/<\/span>artifactId<span class=\"token operator\">&gt;<\/span>  \r\n    <span class=\"token operator\">&lt;<\/span>version<span class=\"token operator\">&gt;<\/span><span class=\"token number\">1.1<\/span><span class=\"token number\">.2<\/span><span class=\"token number\">.0<\/span><span class=\"token operator\">&lt;<\/span><span class=\"token operator\">\/<\/span>version<span class=\"token operator\">&gt;<\/span>  \r\n<span class=\"token operator\">&lt;<\/span><span class=\"token operator\">\/<\/span>dependency<span class=\"token operator\">&gt;<\/span>  \r\n  \r\n<span class=\"token operator\">&lt;<\/span>dependency<span class=\"token operator\">&gt;<\/span>  \r\n    <span class=\"token operator\">&lt;<\/span>groupId<span class=\"token operator\">&gt;<\/span>com<span class=\"token punctuation\">.<\/span>alibaba<span class=\"token punctuation\">.<\/span>cloud<span class=\"token punctuation\">.<\/span>ai<span class=\"token operator\">&lt;<\/span><span class=\"token operator\">\/<\/span>groupId<span class=\"token operator\">&gt;<\/span>  \r\n    <span class=\"token operator\">&lt;<\/span>artifactId<span class=\"token operator\">&gt;<\/span>spring<span class=\"token operator\">-<\/span>ai<span class=\"token operator\">-<\/span>alibaba<span class=\"token operator\">-<\/span>starter<span class=\"token operator\">-<\/span>dashscope<span class=\"token operator\">&lt;<\/span><span class=\"token operator\">\/<\/span>artifactId<span class=\"token operator\">&gt;<\/span>  \r\n    <span class=\"token operator\">&lt;<\/span>version<span class=\"token operator\">&gt;<\/span><span class=\"token number\">1.1<\/span><span class=\"token number\">.2<\/span><span class=\"token number\">.1<\/span><span class=\"token operator\">&lt;<\/span><span class=\"token operator\">\/<\/span>version<span class=\"token operator\">&gt;<\/span>  \r\n<span class=\"token operator\">&lt;<\/span><span class=\"token operator\">\/<\/span>dependency<span class=\"token operator\">&gt;<\/span><\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>4. \u9700\u6c42\u8bf4\u660e<\/h4>\n<p>\u6211\u4eec\u6253\u7b97\u6784\u5efa\u4e00\u4e2a\u5929\u6c14\u9884\u62a5\u52a9\u624b\uff0c\u901a\u8fc7\u63d0\u793a\u8bcd\u544a\u77e5agent\u9700\u6c42\uff0c\u8ba9\u5176\u8c03\u7528\u6211\u4eec\u7684\u5de5\u5177\u83b7\u53d6\u6307\u5b9a\u57ce\u5e02\u7684\u5929\u6c14\u60c5\u51b5\uff0c\u518d\u6839\u636e\u5de5\u5177\u7684\u7ed3\u679c\u8fdb\u884c\u601d\u8003\uff0c\u5e76\u8f93\u51fa\u5efa\u8bae\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202603\/04\/f215a2d391c8e21b3e197307f8761cfe25e853.webp\" data-type=\"block\" \/><\/p>\n<h4>5. \u57fa\u7840\u793a\u4f8b<\/h4>\n<p>\u5bf9\u5e94\u7b14\u8005\u7ed9\u51fa\u8be5\u6848\u4f8b\u7684\u4ee3\u7801\uff0c\u6574\u4f53\u6b65\u9aa4\u4e3a\uff1a<\/p>\n<ul data-id=\"u738a58b-OMnvVqRX\">\n<li data-id=\"ld70c578-6fOfr0fz\">\u521d\u59cb\u5316\u5bf9\u8bdd\u6a21\u578b\uff1a\u57fa\u4e8e\u963f\u91cc\u4e91\u767e\u70bcapi key\uff0c\u521b\u5efa DashScope API \u5b9e\u4f8b\uff0c\u5b8c\u6210chatModel\u6784\u5efa\u3002<\/li>\n<li data-id=\"ld70c578-DiSqVDqi\">\u521b\u5efa\u5929\u6c14\u67e5\u8be2\u5de5\u5177\uff1aWeatherTool\u7ee7\u627f\u81eaBiFunction\u63a5\u53e3\uff0c\u63a5\u6536\u4f20\u5165\u7684\u57ce\u5e02\u4fe1\u606f\uff0c\u8003\u8651\u7b80\u5355\u76f4\u63a5\u8bbe\u7f6e\u6240\u6709\u5929\u6c14\u60c5\u51b5\u4e3a\u6674\u5929\uff0c\u91c7\u7528ToolContext\u9694\u79bb\u7528\u6237\u4fe1\u606f,\u6700\u7ec8\u901a\u8fc7FunctionToolCallback\u521b\u5efa\u5de5\u5177\u56de\u8c03\u5e76\u5b8c\u6210\u6784\u5efa\u3002<\/li>\n<li data-id=\"ld70c578-S5p8Sq3H\">\u51c6\u5907\u7cfb\u7edf\u63d0\u793a\u8bcd\uff0c\u5851\u9020agent\u89c4\u8303\u5316\u5904\u7406\u65b9\u5f0f\u3002<\/li>\n<li data-id=\"ld70c578-XBq3MaQN\">\u5b8c\u6210agent\u6784\u5efa<\/li>\n<\/ul>\n<p>\u8fd9\u91cc\u7279\u522b\u5f3a\u8c03\u4e00\u4e2a\u914d\u7f6eMemorySaver\uff0c\u5b83\u7528\u4e8e\u4fdd\u5b58\u591a\u8f6e\u5bf9\u8bdd\u7684\u5386\u53f2\u6d88\u606f\u8bb0\u5f55(\u5e95\u5c42\u9ed8\u8ba4\u4f7f\u7528HashMap\u5b58\u50a8\uff0c\u53ef\u901a\u8fc7CheckPointer\u6301\u4e45\u5316\u5230\u6570\u636e\u5e93)\uff0c\u786e\u4fdd\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e0b\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u8fdb\u884c\u4e0a\u4e0b\u6587\u8fdb\u884c\u63a8\u7406\u8f93\u51fa\u7ed3\u679c\u3002<\/p>\n<p>\u8865\u5145\u8bf4\u660e\uff1aMemorySaver\u5185\u90e8\u4f9d\u8d56CheckPointer\u5b9e\u73b0\u72b6\u6001\u6301\u4e45\u5316\uff0c\u9ed8\u8ba4\u60c5\u51b5\u4e0b\u662f\u5728\u5185\u5b58\u8fdb\u884c\u5b58\u50a8\uff0c\u5efa\u8bae\u751f\u4ea7\u73af\u5883\u914d\u7f6e\u4e3a\u6570\u636e\u5e93\u6301\u4e45\u5316\u786e\u4fdd\u91cd\u542f\u540e\u53ef\u4ee5\u6062\u590d\u4e0a\u4e0b\u6587\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">String apiKey <span class=\"token operator\">=<\/span> <span class=\"token string\">\"xxxx\"<\/span><span class=\"token punctuation\">;<\/span>  \r\n<span class=\"token comment\">\/\/ \u521d\u59cb\u5316 ChatModelDashScopeApi dashScopeApi = DashScopeApi.builder()  <\/span>\r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">apiKey<\/span><span class=\"token punctuation\">(<\/span>apiKey<span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\nChatModel chatModel <span class=\"token operator\">=<\/span> DashScopeChatModel<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">dashScopeApi<\/span><span class=\"token punctuation\">(<\/span>dashScopeApi<span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n<span class=\"token comment\">\/\/\u521d\u59cb\u5316\u5de5\u5177  <\/span>\r\nToolCallback weatherTool <span class=\"token operator\">=<\/span> FunctionToolCallback<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"get_weather\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">WeatherTool<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">description<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u83b7\u53d6\u67d0\u5ea7\u57ce\u5e02\u5929\u6c14\"<\/span><span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">inputType<\/span><span class=\"token punctuation\">(<\/span>String<span class=\"token punctuation\">.<\/span>class<span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n<span class=\"token comment\">\/\/\u51c6\u5907\u7cfb\u7edf\u63d0\u793a\u8bcd<\/span>\r\nString <span class=\"token constant\">SYSTEM_PROMPT<\/span> <span class=\"token operator\">=<\/span> <span class=\"token string\">\"\"<\/span>\"  \r\n            \u4f5c\u4e3a\u4e00\u4e2a\u8868\u8ff0\u7b80\u5355\u76f4\u63a5\u7684\u5929\u6c14\u52a9\u624b\uff0c\u9700\u8981\u6839\u636e\u7528\u6237\u63d0\u4f9b\u7684\u57ce\u5e02\u4fe1\u606f\uff0c  \r\n            \u51c6\u786e\u83b7\u53d6\u5e76\u7b80\u8981\u8bf4\u660e\u8be5\u57ce\u5e02\u5f53\u524d\u7684\u5929\u6c14\u60c5\u51b5\uff0c\u5305\u62ec\u6e29\u5ea6\u3001\u5929\u6c14\u72b6\u51b5\uff08\u6674\u3001\u9634\u3001\u96e8\u3001\u96ea\u7b49\uff09\uff0c            \u540c\u65f6\u63d0\u4f9b\u7b80\u6d01\u5b9e\u7528\u7684\u7a7f\u7740\u5efa\u8bae\uff0c\u5e2e\u52a9\u7528\u6237\u6839\u636e\u5929\u6c14\u60c5\u51b5\u9009\u62e9\u5408\u9002\u7684\u8863\u7269\u3002  \r\n            <span class=\"token string\">\"\"<\/span>\" <span class=\"token punctuation\">;<\/span>  \r\n  \r\n  \r\n<span class=\"token comment\">\/\/ \u6784\u5efa agent<\/span>\r\n\r\nReactAgent agent <span class=\"token operator\">=<\/span> ReactAgent<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">name<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u5929\u6c14\u52a9\u624b\"<\/span><span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">model<\/span><span class=\"token punctuation\">(<\/span>chatModel<span class=\"token punctuation\">)<\/span><span class=\"token comment\">\/\/\u6307\u5b9a\u6a21\u578b  <\/span>\r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">tools<\/span><span class=\"token punctuation\">(<\/span>weatherTool<span class=\"token punctuation\">)<\/span><span class=\"token comment\">\/\/\u6307\u5b9a\u5de5\u5177  <\/span>\r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">systemPrompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token constant\">SYSTEM_PROMPT<\/span><span class=\"token punctuation\">)<\/span><span class=\"token comment\">\/\/\u7cfb\u7edf\u63d0\u793a\u8bcd  <\/span>\r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">saver<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">new<\/span> <span class=\"token class-name\">MemorySaver<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token comment\">\/\/\u4fdd\u5b58\u4e0a\u4e0b\u6587\u8bb0\u5fc6  <\/span>\r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u7b14\u8005\u8fd9\u91cc\u7ed9\u51fa\u5929\u6c14\u67e5\u8be2\u5de5\u5177WeatherTool\u7684\u4ee3\u7801\uff0c\u5904\u4e8e\u7b80\u5355\u8003\u8651\uff0c\u7b14\u8005\u8fd9\u91cc\u76f4\u63a5\u5c06\u5ba2\u6237\u7aef\u8f93\u5165\u7684\u57ce\u5e02\u4fe1\u606f\u76f4\u63a5\u62fc\u63a5\u4e3a\u6674\u5929\u5e76\u8fd4\u56de\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token comment\">\/\/ \u5b9a\u4e49\u5929\u6c14\u67e5\u8be2\u5de5\u5177  <\/span>\r\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">WeatherTool<\/span> <span class=\"token keyword\">implements<\/span> <span class=\"token class-name\">BiFunction<\/span><span class=\"token operator\">&lt;<\/span>String<span class=\"token punctuation\">,<\/span> ToolContext<span class=\"token punctuation\">,<\/span> String<span class=\"token operator\">&gt;<\/span> <span class=\"token punctuation\">{<\/span>  \r\n    @Override  \r\n    <span class=\"token keyword\">public<\/span> String <span class=\"token function\">apply<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\">String city<span class=\"token punctuation\">,<\/span> ToolContext toolContext<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">\"It's always sunny in \"<\/span> <span class=\"token operator\">+<\/span> city <span class=\"token operator\">+<\/span> <span class=\"token string\">\"!\"<\/span><span class=\"token punctuation\">;<\/span>  \r\n    <span class=\"token punctuation\">}<\/span>  \r\n<span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8c03\u7528\u793a\u4f8b\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_4\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token comment\">\/\/ \u8fd0\u884c agentAssistantMessage response = agent.call(\"\u798f\u5efa\u4eca\u5929\u662f\u4ec0\u4e48\u5929\u6c14\");  <\/span>\r\nConsole<span class=\"token punctuation\">.<\/span><span class=\"token function\">log<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u67e5\u8be2\u7ed3\u679c:{}\"<\/span><span class=\"token punctuation\">,<\/span> response<span class=\"token punctuation\">.<\/span><span class=\"token function\">getText<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\nresponse <span class=\"token operator\">=<\/span> <span class=\"token function\">agent<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u660e\u5929\u5462\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\nConsole<span class=\"token punctuation\">.<\/span><span class=\"token function\">log<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u67e5\u8be2\u7ed3\u679c:{}\"<\/span><span class=\"token punctuation\">,<\/span> response<span class=\"token punctuation\">.<\/span><span class=\"token function\">getText<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/code><\/pre>\n<ul id=\"code_id_4\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8f93\u51fa\u7ed3\u679c\u5982\u4e0b,\u798f\u5efa\u7684\u5929\u6c14\u90fd\u662f\u6674\u5929\u3002\u540c\u65f6\uff0c\u501f\u52a9\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u7684\u529f\u80fd\uff0c\u7b2c\u4e8c\u6b21\u8f93\u51fa\u7ed3\u679c\u76f4\u63a5\u57fa\u4e8e\u7b2c\u4e00\u8f6e\u7684\u5bf9\u8bdd\u68c0\u7d22\u57ce\u5e02\u4fe1\u606f\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_5\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token literal-property property\">\u67e5\u8be2\u7ed3\u679c<\/span><span class=\"token operator\">:<\/span>\u798f\u5efa\u4eca\u5929\u9633\u5149\u660e\u5a9a\uff0c\u5929\u6c14\u6674\u6717\uff01\u2600\ufe0f  \r\n\u6c14\u6e29\u5927\u7ea6\u5728<span class=\"token number\">22<\/span>\u00b0<span class=\"token constant\">C<\/span>\uff5e<span class=\"token number\">28<\/span>\u00b0<span class=\"token constant\">C<\/span>\u4e4b\u95f4\uff08\u5177\u4f53\u89c6\u5730\u533a\u7565\u6709\u5dee\u5f02\uff09\uff0c\u5fae\u98ce\u8212\u9002\u3002  \r\n\r\n\u5efa\u8bae\u7a7f\u7740\uff1a\u77ed\u8896<span class=\"token operator\">+<\/span>\u8584\u5916\u5957\uff08\u65e9\u665a\u7a0d\u51c9\uff09\uff0c\u6ce8\u610f\u9632\u6652\uff0c\u53ef\u6234\u5e3d\u5b50\u548c\u58a8\u955c\u3002\r\n\r\n\r\n<span class=\"token literal-property property\">\u67e5\u8be2\u7ed3\u679c<\/span><span class=\"token operator\">:<\/span>\u798f\u5efa\u660e\u5929\u4f9d\u7136\u6674\u6717\uff0c\u9633\u5149\u5145\u8db3\uff01\u2600\ufe0f  \r\n\u6c14\u6e29\u9884\u8ba1\u5728<span class=\"token number\">23<\/span>\u00b0<span class=\"token constant\">C<\/span>\uff5e<span class=\"token number\">29<\/span>\u00b0<span class=\"token constant\">C<\/span>\u4e4b\u95f4\uff0c\u98ce\u529b\u5fae\u5f31\uff0c\u7a7a\u6c14\u8f83\u8212\u9002\u3002  \r\n\r\n\u5c0f\u63d0\u9192\uff1a\u7d2b\u5916\u7ebf\u8f83\u5f3a\uff0c\u5916\u51fa\u8bb0\u5f97\u9632\u6652\uff08\u6d82\u9632\u6652\u971c\u3001\u6234\u5e3d\u5b50<span class=\"token operator\">\/<\/span>\u58a8\u955c\uff09\uff1b\u65e9\u665a\u6e29\u5dee\u7565\u663e\uff0c\u8584\u5916\u5957\u53ef\u968f\u8eab\u643a\u5e26\u3002<\/code><\/pre>\n<ul id=\"code_id_5\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h3>\u4e09\u3001\u6784\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684agent<\/h3>\n<h4>1. \u8fed\u4ee3\u95ee\u9898\u68b3\u7406<\/h4>\n<p>\u4e0a\u6587\u6211\u4eec\u901a\u8fc7\u4e00\u4e2a\u57fa\u7840\u7684agent\u6784\u5efa\u793a\u4f8b\u5feb\u901f\u5165\u95e8SAA\uff0c\u63a5\u4e0b\u6765\u6211\u4eec\u5c06\u57fa\u4e8e\u8be5\u793a\u4f8b\u8fdb\u884c\u5b8c\u6574\u7684agent\u8fed\u4ee3\u4f18\u5316\uff0c\u8ba9\u8bfb\u8005\u5bf9\u8fd9\u6b3eAI\u5e94\u7528\u6846\u67b6\u6709\u7740\u66f4\u8fdb\u4e00\u6b65\u7684\u7406\u89e3\u548c\u8ba4\u8bc6\u3002<\/p>\n<p>\u6574\u4f53\u6765\u8bf4\uff0c\u4e0a\u8ff0\u7684\u5929\u6c14\u9884\u62a5agent\u5b58\u5728\u4ee5\u4e0b\u4e0d\u8db3\uff1a<\/p>\n<ul data-id=\"u738a58b-24E5UsHq\">\n<li data-id=\"ld70c578-jsk723bt\">\u667a\u80fd\u4f53\u663e\u5f0f\u6784\u5efa\uff0c\u7f3a\u4e4fSpring\u6258\u7ba1\u5c01\u88c5<\/li>\n<li data-id=\"ld70c578-0gRJ4jhh\">\u67e5\u8be2\u7528\u6237\u591a\u4e3a\u7cfb\u7edf\u7528\u6237\uff08\u53ef\u901a\u8fc7\u6570\u636e\u5e93\u5b9a\u4f4d\u5176\u9ed8\u8ba4\u57ce\u5e02\uff09\uff0c\u4f46\u8c03\u7528\u65f6\u4ecd\u9700\u63d0\u4f9b\u57ce\u5e02\u4fe1\u606f<\/li>\n<li data-id=\"ld70c578-3XCV0moQ\">\u54cd\u5e94\u7ed3\u679c\u6ca1\u6709\u901a\u7528\u7ed3\u6784\u5316\uff0c\u5916\u90e8\u96be\u4ee5\u7528\u901a\u7528\u7684\u65b9\u5f0f\u89e3\u6790\u548c\u5904\u7406<\/li>\n<li data-id=\"ld70c578-6lP3wF1n\">\u5929\u6c14\u67e5\u8be2agent\u591a\u4e3a\u72ec\u7acb\u6027\u67e5\u8be2\uff0c\u4e0a\u4e0b\u6587\u4e0d\u5b58\u5728\u5173\u8054\uff0c\u65e0\u9700\u4fdd\u7559\u8fc7\u591a\u6d88\u606f\uff0c\u9020\u6210\u975e\u5fc5\u8981\u7684token\u6d88\u8017<\/li>\n<li data-id=\"ld70c578-O3L3XRt2\">agent\u6574\u4f53\u5de5\u4f5c\u6b65\u9aa4\u5df2\u7ecf\u6d41\u7a0b\u5316\uff0c\u4f46\u8fd8\u662f\u4e0d\u5177\u5907\u957f\u671f\u8fed\u4ee3\u7ef4\u62a4\u548c\u6c89\u6dc0\u7684\u80fd\u529b\uff08\u901a\u8fc7skill\u62bd\u53d6\u53ef\u590d\u7528\u7684\u80fd\u529b\uff09<\/li>\n<li data-id=\"ld70c578-XAirofbf\">\u65e0\u6cd5\u5b9a\u4f4d\u5230\u5f53\u524dagent\u7684\u4f5c\u8005\u4fe1\u606f\uff08\u53ef\u901a\u8fc7RAG\u77e5\u8bc6\u5e93\u589e\u5f3a\u89e3\u51b3\uff0c\u53c2\u89c1\u540e\u6587\uff09<\/li>\n<\/ul>\n<h4>2. Spring\u6258\u7ba1\u5c01\u88c5<\/h4>\n<p>\u6211\u4eec\u9010\u6b65\u5206\u6790\u5e76\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u5148\u6765\u8bf4\u8bf4\u7b2c\u4e00\u4e2a\u95ee\u9898\uff0c\u57fa\u7840\u793a\u4f8b\u7248\u672c\u4e2d\u65e0\u8bba\u662f\u914d\u7f6e\u8fd8\u662fagent\u90fd\u662f\u663e\u793a\u58f0\u660e\u521b\u5efa\u548c\u8c03\u7528\uff0c\u501f\u52a9Spring\u8fd9\u6b3e\u5f3a\u5927\u7684IOC\u6846\u67b6\uff0c\u6211\u4eec\u5b8c\u5168\u53ef\u4ee5\u5c06\u914d\u7f6e\u548cagent\u7684\u7ba1\u7406\u7edf\u4e00\u4ea4\u7531Spring\uff0c\u5bf9\u5e94\u7684\u8fed\u4ee3\u6b65\u9aa4\u4e3a\uff1a<\/p>\n<ul data-id=\"u738a58b-LALUqnOm\">\n<li data-id=\"ld70c578-EHzYH1Vj\">\u5c06api-key\u6dfb\u52a0application.properties\u5b9e\u73b0\u914d\u7f6e\u5316<\/li>\n<li data-id=\"ld70c578-A2CebKeO\">\u57fa\u4e8e\u00a0@Configuration\u00a0\u5728Spring\u52a0\u8f7d\u7684\u751f\u547d\u5468\u671f\u4e2d\u5b8c\u6210\u521d\u59cb\u5316<\/li>\n<li data-id=\"ld70c578-9p0xdI6y\">\u6784\u5efa\u4e00\u4e2a\u00a0WeatherAgent\u00a0\u805a\u5408ReactAgent\uff0c\u5e76\u5bf9\u5916\u66b4\u9732\u5929\u6c14\u9884\u62a5\u67e5\u8be2\u7684\u8c03\u7528<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202603\/04\/d2fc67215cc4fc13b7d9278fcf77ae8701f85d.webp\" data-type=\"block\" \/><\/p>\n<p>\u660e\u786e\u601d\u8def\u4e4b\u540e\uff0c\u6211\u4eec\u5728\u914d\u7f6e\u6587\u4ef6\u4e2d\u6dfb\u52a0\u6761\u540d\u4e3aspring.ai.dashscope.api-key\u7684\u914d\u7f6e\u8bb0\u5f55api-key\uff0c\u5e76\u5c06\u5176\u52a0\u8f7d\u5230AiAgentConfig\u4e3a\u6784\u5efaagent\u505a\u51c6\u5907\u3002\u540c\u65f6\uff0c\u521b\u5efa\u4e00\u4e2aweatherAgent\u7684bean\u65b9\u6cd5\u5b8c\u6210\u667a\u80fdReactAgent\u6784\u5efa\uff0c\u5e76\u5c06ReactAgent\u805a\u5408\u5230WeatherAgent\u4e2d\u5e76\u4ea4\u7531Spring\u5bb9\u5668\u7ba1\u7406\u3002<\/p>\n<p>\u4ee3\u7801\u9aa8\u67b6\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_6\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">@Configuration  \r\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">AiAgentConfig<\/span> <span class=\"token punctuation\">{<\/span>  \r\n  \r\n    @<span class=\"token function\">Value<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"${spring.ai.dashscope.api-key:xxxx}\"<\/span><span class=\"token punctuation\">)<\/span>  \r\n    <span class=\"token keyword\">private<\/span> String apiKey<span class=\"token punctuation\">;<\/span>  \r\n  \r\n  \r\n    @Bean  \r\n    <span class=\"token keyword\">public<\/span> WeatherAgent <span class=\"token function\">weatherAgent<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>\r\n   <span class=\"token comment\">\/\/......<\/span>\r\n  \r\n ReactAgent agent <span class=\"token operator\">=<\/span> ReactAgent<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n         <span class=\"token comment\">\/\/......<\/span>\r\n         <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n   \r\n <span class=\"token comment\">\/\/\u5c06ReactAgent\u805a\u5408\u5230WeatherAgent\u5e76\u4ea4\u7531Spring\u5bb9\u5668\u7edf\u4e00\u7ba1\u7406  <\/span>\r\nWeatherAgent weatherAgent <span class=\"token operator\">=<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">WeatherAgent<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\nweatherAgent<span class=\"token punctuation\">.<\/span><span class=\"token function\">setAgent<\/span><span class=\"token punctuation\">(<\/span>agent<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n<span class=\"token keyword\">return<\/span> weatherAgent<span class=\"token punctuation\">;<\/span>\r\n    <span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<ul id=\"code_id_6\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u6211\u4eec\u4e5f\u7ed9\u51faWeatherAgent\u7684\u4ee3\u7801\uff0c\u6574\u4f53\u6bd4\u8f83\u7b80\u5355\uff0c\u672c\u8d28\u4e0a\u5c31\u662f\u5bf9ReactAgent\u7684\u4e00\u5c42\u5b89\u5168\u5c01\u88c5\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_7\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">@Data  \r\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">WeatherAgent<\/span> <span class=\"token punctuation\">{<\/span>  \r\n  \r\n    <span class=\"token keyword\">private<\/span> ReactAgent agent<span class=\"token punctuation\">;<\/span>  \r\n      \r\n    <span class=\"token comment\">\/\/\u5bf9\u5916\u66b4\u9732\u67e5\u8be2\u8c03\u7528  <\/span>\r\n    <span class=\"token keyword\">public<\/span> String <span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span>String message<span class=\"token punctuation\">,<\/span> RunnableConfig runnableConfig<span class=\"token punctuation\">)<\/span> throws Exception <span class=\"token punctuation\">{<\/span>  \r\n        <span class=\"token keyword\">return<\/span> <span class=\"token function\">agent<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span>message<span class=\"token punctuation\">,<\/span> runnableConfig<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">getText<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n    <span class=\"token punctuation\">}<\/span>  \r\n<span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<ul id=\"code_id_7\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>3. \u4e0a\u4e0b\u6587\u7ba1\u7406<\/h4>\n<p>\u95ee\u98982\u63d0\u51fa\uff0c\u6240\u6709\u67e5\u8be2\u5929\u6c14\u7684\u7528\u6237\u90fd\u662f\u5f53\u524d\u7cfb\u7edf\u7528\u6237\uff0c\u53ef\u4ee5\u901a\u8fc7id\u5b9a\u4f4d\u5230\u7528\u6237\u7684\u57fa\u672c\u4fe1\u606f\uff0c\u9700\u8981\u652f\u6301\u9ed8\u8ba4\u67e5\u8be2\u7528\u6237\u6240\u5728\u57ce\u5e02\u7684\u5929\u6c14\u60c5\u51b5\uff0c\u5373\uff1a<\/p>\n<ul data-id=\"u738a58b-R5gOLRse\">\n<li data-id=\"ld70c578-5Qdaxhj5\">\u82e5\u7528\u6237\u76f4\u63a5\u8be2\u95ee\u5929\u6c14\uff0c\u5219\u57fa\u4e8e\u7528\u6237id\u5230\u6570\u636e\u5e93\u68c0\u7d22\u7528\u6237\u6240\u5728\u57ce\u5e02\u53d1\u8d77\u67e5\u8be2<\/li>\n<li data-id=\"ld70c578-b3yhELKC\">\u82e5\u7528\u6237\u663e\u793a\u6307\u5b9a\u5929\u6c14\uff0c\u5219\u76f4\u63a5\u901a\u8fc7\u5929\u6c14\u67e5\u8be2\u5de5\u5177\u67e5\u8be2\u5929\u6c14\u60c5\u51b5<\/li>\n<\/ul>\n<p>\u5bf9\u6b64\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7SAA\u5185\u7f6e\u7684\u4e0a\u4e0b\u6587ToolContext\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u6bcf\u6b21\u7528\u6237\u53d1\u8d77\u5929\u6c14\u67e5\u8be2\u8c03\u7528\u65f6\uff0c\u5c06\u7528\u6237id\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u4fe1\u606f\u4f20\u9012\u5230ToolContext\u4e2d\u3002\u5f53agent\u6536\u5230\u7528\u6237\u7684\u8be2\u95ee\u65f6\uff0c\u5224\u65ad\u6587\u672c\u662f\u5426\u63d0\u4f9b\u7684\u57ce\u5e02\u4fe1\u606f\uff0c\u82e5\u6ca1\u6709\u5219\u901a\u8fc7\u7528\u6237id\u501f\u52a9UserLocationTool\u5b9a\u4f4d\u7528\u6237\u6240\u5728\u57ce\u5e02\u4fe1\u606f\uff0c\u518d\u8c03\u7528\u5929\u6c14\u67e5\u8be2\u5de5\u5177\u53d1\u8d77\u67e5\u8be2\u8bf7\u6c42\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202603\/04\/1692e2a99ae5e1a12df15009e1634dd770e285.webp\" data-type=\"block\" \/><\/p>\n<p>\u57fa\u4e8e\u4e0a\u8ff0\u601d\u8def\uff0c\u6211\u4eec\u5148\u7ed9\u51faUserLocationTool\u5373\u7528\u6237\u4f4d\u7f6e\u67e5\u8be2\u5de5\u5177\u7684\u4ee3\u7801\u793a\u4f8b\uff0c\u53ef\u4ee5\u770b\u5230\u7b14\u8005\u901a\u8fc7Map\u6620\u5c04\u6a21\u62df\u6570\u636e\u5e93\u4e2d\u7684\u6570\u636e\uff0c\u4e00\u65e6agent\u5bf9\u8be5\u5de5\u5177\u53d1\u8d77\u8c03\u7528\uff0cUserLocationTool\u5c31\u4f1a\u4eceToolContext\u4e2d\u5b9a\u4f4duserId\uff0c\u5230\u6570\u636e\u5e93\u67e5\u8be2\u7528\u6237\u4fe1\u606f\u5e76\u8fd4\u56de\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5f53\u524d\u6ca1\u6709\u67e5\u8be2\u5230\u7528\u6237\u4fe1\u606f\uff0c\u5de5\u5177\u4f1a\u629b\u51fa\u8fd0\u884c\u65f6\u5f02\u5e38\uff0c\u7ed3\u5408SAA\u5b98\u7f51\u7684\u8bf4\u6cd5\uff1a<\/p>\n<blockquote><p>&nbsp;<\/p>\n<p>\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0cRuntimeException\u00a0\u7684\u9519\u8bef\u6d88\u606f\u4f1a\u53d1\u9001\u56de model\uff0c\u800c\u68c0\u67e5\u5f02\u5e38\u548c\u9519\u8bef\uff08\u4f8b\u5982\uff0cIOException\u3001OutOfMemoryError\uff09\u603b\u662f\u88ab\u629b\u51fa<\/p>\n<p>&nbsp;<\/p><\/blockquote>\n<p>\u6240\u4ee5\u7b14\u8005\u8003\u8651\u5230\u7b80\u5355\u4e14\u901a\u7528\uff0c\u7b14\u8005\u76f4\u63a5\u5c06\u5f02\u5e38\u629b\u51fa\u4ea4\u7531Model\u7edf\u4e00\u54cd\u5e94\u5904\u7406\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_8\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token comment\">\/\/ \u7528\u6237\u4f4d\u7f6e\u5de5\u5177 - \u4f7f\u7528\u4e0a\u4e0b\u6587  <\/span>\r\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">UserLocationTool<\/span> <span class=\"token keyword\">implements<\/span> <span class=\"token class-name\">BiFunction<\/span><span class=\"token operator\">&lt;<\/span>String<span class=\"token punctuation\">,<\/span> ToolContext<span class=\"token punctuation\">,<\/span> String<span class=\"token operator\">&gt;<\/span> <span class=\"token punctuation\">{<\/span>  \r\n  \r\n    <span class=\"token comment\">\/\/\u6a21\u62df\u6570\u636e\u5e93\u7528\u6237\u6240\u5728\u57ce\u5e02\u4fe1\u606f  <\/span>\r\n    <span class=\"token keyword\">private<\/span> Map<span class=\"token operator\">&lt;<\/span>String<span class=\"token punctuation\">,<\/span> String<span class=\"token operator\">&gt;<\/span> userInfo <span class=\"token operator\">=<\/span> Map<span class=\"token punctuation\">.<\/span><span class=\"token function\">of<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"1\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"\u798f\u5efa\"<\/span><span class=\"token punctuation\">,<\/span>  \r\n            <span class=\"token string\">\"2\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"\u6df1\u5733\"<\/span><span class=\"token punctuation\">,<\/span>  \r\n            <span class=\"token string\">\"3\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"\u4e0a\u6d77\"<\/span><span class=\"token punctuation\">,<\/span>  \r\n            <span class=\"token string\">\"4\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"\u5317\u4eac\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n  \r\n    @Override  \r\n    <span class=\"token keyword\">public<\/span> String <span class=\"token function\">apply<\/span><span class=\"token punctuation\">(<\/span>  \r\n            @<span class=\"token function\">ToolParam<\/span><span class=\"token punctuation\">(<\/span>description <span class=\"token operator\">=<\/span> <span class=\"token string\">\"User query\"<\/span><span class=\"token punctuation\">)<\/span> String query<span class=\"token punctuation\">,<\/span>  \r\n            ToolContext toolContext<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n        <span class=\"token comment\">\/\/ \u4ece\u4e0a\u4e0b\u6587\u4e2d\u83b7\u53d6\u7528\u6237\u4fe1\u606f  <\/span>\r\n        String userId <span class=\"token operator\">=<\/span> <span class=\"token string\">\"\"<\/span><span class=\"token punctuation\">;<\/span>  \r\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>toolContext <span class=\"token operator\">!=<\/span> <span class=\"token keyword\">null<\/span> <span class=\"token operator\">&amp;&amp;<\/span> toolContext<span class=\"token punctuation\">.<\/span><span class=\"token function\">getContext<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">!=<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n            <span class=\"token comment\">\/\/\u62ff\u5230\u8fd0\u884c\u914d\u7f6e  <\/span>\r\n            RunnableConfig runnableConfig <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">(<\/span>RunnableConfig<span class=\"token punctuation\">)<\/span> toolContext<span class=\"token punctuation\">.<\/span><span class=\"token function\">getContext<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span><span class=\"token constant\">AGENT_CONFIG_CONTEXT_KEY<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n            <span class=\"token comment\">\/\/ \u62ff\u5230\u5143\u6570\u636e userId            Optional&lt;Object&gt; userIdObjOptional = runnableConfig.metadata(\"userId\");  <\/span>\r\n            <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>userIdObjOptional<span class=\"token punctuation\">.<\/span><span class=\"token function\">isPresent<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n                userId <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">(<\/span>String<span class=\"token punctuation\">)<\/span> userIdObjOptional<span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n            <span class=\"token punctuation\">}<\/span>  \r\n        <span class=\"token punctuation\">}<\/span>  \r\n        <span class=\"token comment\">\/\/\u5224\u7a7a\u6821\u9a8c  <\/span>\r\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>userId <span class=\"token operator\">==<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n            <span class=\"token keyword\">throw<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">RuntimeException<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u8bf7\u6307\u5b9a\u7528\u6237\u4fe1\u606f\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n        <span class=\"token punctuation\">}<\/span>  \r\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token operator\">!<\/span>userInfo<span class=\"token punctuation\">.<\/span><span class=\"token function\">containsKey<\/span><span class=\"token punctuation\">(<\/span>userId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n            <span class=\"token keyword\">throw<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">RuntimeException<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u7528\u6237\u4fe1\u606f\u4e0d\u5b58\u5728\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n        <span class=\"token punctuation\">}<\/span>  \r\n  \r\n  \r\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">\"\u7528\u6237\"<\/span> <span class=\"token operator\">+<\/span> userId <span class=\"token operator\">+<\/span> <span class=\"token string\">\"\u7684\u6240\u5728\u5730\u662f\"<\/span> <span class=\"token operator\">+<\/span> userInfo<span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span>userId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n    <span class=\"token punctuation\">}<\/span>  \r\n<span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<ul id=\"code_id_8\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>4. \u7ed3\u6784\u5316\u8f93\u51fa<\/h4>\n<p>\u4e4b\u524d\u7684\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u90fd\u662f\u5c06agent\u8c03\u7528\u7ed3\u679c\u7684\u6587\u672c\u76f4\u63a5\u6cdb\u5316\uff0c\u7f3a\u4e4f\u4e00\u4e2a\u6807\u51c6\u7684\u7ed3\u6784\u5316\u8f93\u51fa\uff0cSAA\u5e95\u5c42\u901a\u8fc7\u00a0\u7ea6\u675f\u7f16\u7801(Constrained Decoding)\u00a0\u7b49\u673a\u5236,\u901a\u8fc7\u60f3\u6a21\u578b\u63d0\u4f9b\u00a0output schema\u00a0\u5b9a\u4e49\uff0c\u5f3a\u5236\u6a21\u578b\u6309\u7167\u6307\u5b9a\u683c\u5f0f\u8f93\u51fa\u5b9e\u9645\u4e0a\uff0c\u907f\u514d\u8f93\u51fa\u683c\u5f0f\u4e0d\u7a33\u5b9a\u800c\u5bfc\u81f4\u89e3\u6790\u5931\u8d25\u3002<\/p>\n<p>Spring AI Alibaba\u00a0\u652f\u6301\u4e24\u79cd\u65b9\u5f0f\u63a7\u5236\u7ed3\u6784\u5316\u8f93\u51fa\u7b56\u7565\uff1a<\/p>\n<ul data-id=\"u738a58b-PfpB77TK\">\n<li data-id=\"ld70c578-ZecLDpFV\">outputSchema(String schema): \u63d0\u4f9b JSON schema \u5b57\u7b26\u4e32\u3002\u63a8\u8350\u4f7f\u7528\u00a0BeanOutputConverter\u00a0\u4ece Java \u7c7b\u81ea\u52a8\u751f\u6210 schema\uff0c\u4e5f\u53ef\u4ee5\u624b\u52a8\u63d0\u4f9b\u81ea\u5b9a\u4e49\u7684 schema \u5b57\u7b26\u4e32<\/li>\n<li data-id=\"ld70c578-Ui2hIfe4\">outputType(Class&lt;?&gt; type): \u63d0\u4f9b Java \u7c7b &#8211; \u4f7f\u7528\u00a0BeanOutputConverter\u00a0\u81ea\u52a8\u8f6c\u6362\u4e3a JSON schema\uff08\u63a8\u8350\u65b9\u5f0f\uff0c\u7c7b\u578b\u5b89\u5168\uff09<\/li>\n<\/ul>\n<p>\u7ed3\u5408\u6211\u4eec\u7684\u9700\u6c42\uff0c\u53ef\u5c06\u8f93\u51fa\u6587\u672c\u8f6c\u4e3a\u8f93\u51fa\u57ce\u5e02\u540d\u79f0\u3001\u5929\u6c14\u72b6\u51b5\u3001\u5929\u6c14\u5efa\u8bae\u3001\u5f02\u5e38\u8bf4\u660e\uff0c\u5b9e\u4f53\u4fe1\u606f\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_9\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">@Data  \r\n@AllArgsConstructor  \r\n@NoArgsConstructor  \r\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">WeatherResponse<\/span> <span class=\"token punctuation\">{<\/span>  \r\n      \r\n    <span class=\"token comment\">\/**  \r\n     * \u57ce\u5e02\u540d\u79f0  \r\n     *\/<\/span>  \r\n    @<span class=\"token function\">JsonProperty<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"city\"<\/span><span class=\"token punctuation\">)<\/span>  \r\n    <span class=\"token keyword\">private<\/span> String city<span class=\"token punctuation\">;<\/span>  \r\n      \r\n    <span class=\"token comment\">\/**  \r\n     * \u5929\u6c14\u72b6\u51b5  \r\n     *\/<\/span>  \r\n    @<span class=\"token function\">JsonProperty<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"weather\"<\/span><span class=\"token punctuation\">)<\/span>  \r\n    <span class=\"token keyword\">private<\/span> String weather<span class=\"token punctuation\">;<\/span>  \r\n      \r\n    <span class=\"token comment\">\/**  \r\n     * \u5929\u6c14\u5efa\u8bae  \r\n     *\/<\/span>  \r\n    @<span class=\"token function\">JsonProperty<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"tip\"<\/span><span class=\"token punctuation\">)<\/span>  \r\n    <span class=\"token keyword\">private<\/span> String tip<span class=\"token punctuation\">;<\/span>  \r\n  \r\n    <span class=\"token comment\">\/**  \r\n     * \u5f02\u5e38\u8bf4\u660e(\u975e\u5fc5\u586b)  \r\n     *\/<\/span>    \r\n    @<span class=\"token function\">JsonProperty<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"error_message\"<\/span><span class=\"token punctuation\">)<\/span>  \r\n    <span class=\"token keyword\">private<\/span> String errorMessage<span class=\"token punctuation\">;<\/span>  \r\n  \r\n<span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<ul id=\"code_id_9\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5b8c\u6210\u54cd\u5e94Java\u7c7b\u58f0\u660e\u540e\uff0c\u901a\u8fc7outputType\u65b9\u6cd5\u5b8c\u6210agent\u54cd\u5e94\u683c\u5f0f\u914d\u7f6e\u5373\u53ef\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_10\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">ReactAgent agent <span class=\"token operator\">=<\/span> ReactAgent<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">name<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u5929\u6c14\u52a9\u624b\"<\/span><span class=\"token punctuation\">)<\/span>  \r\n         <span class=\"token comment\">\/\/...... <\/span>\r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">outputType<\/span><span class=\"token punctuation\">(<\/span>WeatherResponse<span class=\"token punctuation\">.<\/span>class<span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token comment\">\/\/......<\/span>\r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/code><\/pre>\n<ul id=\"code_id_10\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>5. \u6d88\u606f\u88c1\u526a<\/h4>\n<p>\u4e0a\u6587\u63d0\u5230\uff0cSAA\u5bf9\u4e8e\u8bb0\u5fc6\u90fd\u662f\u4e00\u6b21\u6027\u5b58\u50a8\uff0c\u6bcf\u6b21\u5bf9\u8bdd\u65f6\u90fd\u662f\u76f4\u63a5\u5c06\u5bf9\u8bdd\u5185\u5bb9\u63d0\u4ea4\u7ed9LLM\uff0c\u968f\u7740\u5bf9\u8bdd\u7684\u8f6e\u6570\u589e\u52a0\uff0c\u4e0a\u4e0b\u6587\u53d8\u5f97\u5185\u5bb9\u5197\u957f\uff0c\u5c31\u4f1a\u51fa\u73b0LLM\u6ce8\u610f\u5206\u6563\uff0c\u89e6\u53d1\u5e7b\u89c9\uff08\u5728\u5927\u91cf\u5386\u53f2\u6d88\u606f\u4e2d\u7f16\u9020\u56de\u7b54\uff09\u7684\u95ee\u9898\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u6211\u4eec\u5c31\u9700\u8981\u8003\u8651\u5bf9\u6d88\u606f\u8fdb\u884c\u6574\u7406\uff0c\u5e38\u89c1\u65b9\u6848\u591a\u4e3a\u4ee5\u4e0b\u51e0\u79cd\uff1a<\/p>\n<ul data-id=\"u738a58b-ZLNBcBUE\">\n<li data-id=\"ld70c578-2ZFQBAqc\">\u4fee\u526a\u6d88\u606f\uff1a\u5728\u8c03\u7528LLM\u4e4b\u524d\u79fb\u9664\u6307\u5b9a\u524d\u540e\u51e0\u6761\u6d88\u606f<\/li>\n<li data-id=\"ld70c578-CkDvXdXr\">\u5220\u9664\u6d88\u606f\uff1a\u4ecegraph\u4e2d\u6c38\u4e45\u5220\u9664\u6d88\u606f<\/li>\n<li data-id=\"ld70c578-65ne4agy\">\u603b\u7ed3\u6d88\u606f\uff1a\u603b\u7ed3\u5386\u53f2\u8f83\u65e9\u7684\u6d88\u606f\u751f\u6210\u6458\u8981\u5e76\u66ff\u6362<\/li>\n<\/ul>\n<p>\u7ed3\u5408\u6211\u4eec\u7684\u9700\u6c42\u4ee5\u53ca\u7b14\u8005\u5bf9\u4e8e\u5929\u6c14\u9884\u62a5agent\u5de5\u4f5c\u6d41\u7684\u8c03\u6d4b\uff0c\u4e00\u6b21\u5b8c\u6574\u7684agent\u6784\u5efa\uff0c\u6d89\u53ca\uff1a<\/p>\n<ul data-id=\"u738a58b-6iEMFHDk\">\n<li data-id=\"ld70c578-IhEzuWKe\">\u7528\u6237\u95ee\u9898\u7684prompt<\/li>\n<li data-id=\"ld70c578-v3Mhu2yi\">ASSISTANT\u5bf9\u4e8eUserLocationTool\u7684\u8c03\u7528\u548c\u54cd\u5e94<\/li>\n<li data-id=\"ld70c578-9iIq7vGJ\">ASSISTANT\u5bf9\u4e8eWeatherForLocationTool\u7684\u8c03\u7528\u548c\u54cd\u5e94<\/li>\n<li data-id=\"ld70c578-qxYvDixL\">\u6700\u7ec8\u8f93\u51fa\u7ed3\u679c<\/li>\n<\/ul>\n<p>\u6574\u4f53\u6765\u8bf4\uff0c\u4e00\u6b21\u5b8c\u6210\u7684\u8f93\u51fa\u6d88\u606f\u6570\u5927\u7ea6\u662f6\u6761\uff0c\u56e0\u4e3a\u5929\u6c14\u67e5\u8be2\u52a9\u624b\u4e0a\u4e0b\u6587\u4e0d\u5b58\u5728\u4f9d\u8d56\u5173\u7cfb\uff0c\u6240\u4ee5\u4e00\u6b21\u5b8c\u6574\u7684\u8c03\u7528\u548c\u8f93\u51fa\u540e\uff0c\u8fd9\u4e9b\u8bb0\u5fc6\u662f\u90fd\u53ef\u4ee5\u76f4\u63a5\u6e05\u695a\u7684\uff0c\u6240\u4ee5\u672c\u793a\u4f8b\u7684\u6700\u7ec8\u903b\u8f91\u662f\u5728\u6d88\u606f\u6570\u8d85\u8fc76\u6761\u540e\uff0c\u5bf9\u5e94\u6d88\u606f\u8fdb\u884c\u4fee\u526a\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_11\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">@<span class=\"token function\">HookPositions<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span>HookPosition<span class=\"token punctuation\">.<\/span><span class=\"token constant\">AFTER_MODEL<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token comment\">\/\/\u6a21\u578b\u8c03\u7528\u4e4b\u540e\u5904\u7406\u6d88\u606f  <\/span>\r\n@Slf4j  \r\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">MessageTrimmingHook<\/span> <span class=\"token keyword\">extends<\/span> <span class=\"token class-name\">MessagesModelHook<\/span> <span class=\"token punctuation\">{<\/span>  \r\n  \r\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">static<\/span> final int <span class=\"token constant\">MAX_MESSAGES<\/span> <span class=\"token operator\">=<\/span> <span class=\"token number\">6<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n    @Override  \r\n    <span class=\"token keyword\">public<\/span> String <span class=\"token function\">getName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">\"message_trimming\"<\/span><span class=\"token punctuation\">;<\/span>  \r\n    <span class=\"token punctuation\">}<\/span>  \r\n  \r\n  \r\n    @Override  \r\n    <span class=\"token keyword\">public<\/span> AgentCommand <span class=\"token function\">afterModel<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\">List<span class=\"token operator\">&lt;<\/span>Message<span class=\"token operator\">&gt;<\/span> previousMessages<span class=\"token punctuation\">,<\/span> RunnableConfig config<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n        log<span class=\"token punctuation\">.<\/span><span class=\"token function\">info<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u6d88\u606f\u7ba1\u7406,\u5f53\u524d\u6d88\u606f\u6570:{}\"<\/span><span class=\"token punctuation\">,<\/span> previousMessages<span class=\"token punctuation\">.<\/span><span class=\"token function\">size<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n        log<span class=\"token punctuation\">.<\/span><span class=\"token function\">info<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u6d88\u606f\u7ba1\u7406,\u5f53\u524d\u6d88\u606f:{}\"<\/span><span class=\"token punctuation\">,<\/span> JSONUtil<span class=\"token punctuation\">.<\/span><span class=\"token function\">toJsonStr<\/span><span class=\"token punctuation\">(<\/span>previousMessages<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n  \r\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>previousMessages<span class=\"token punctuation\">.<\/span><span class=\"token function\">size<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&lt;=<\/span> <span class=\"token constant\">MAX_MESSAGES<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n            <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">AgentCommand<\/span><span class=\"token punctuation\">(<\/span>previousMessages<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n        <span class=\"token punctuation\">}<\/span>  \r\n        <span class=\"token comment\">\/\/\u8d85\u8fc76\u6761,\u5373\u5b8c\u6210\u4e00\u6b21\u5b8c\u6574\u7684\u4e00\u8f6e\u5929\u6c14\u67e5\u8be2\u540e,\u8fdb\u884c\u6d88\u606f\u4fee\u526a  <\/span>\r\n        <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">AgentCommand<\/span><span class=\"token punctuation\">(<\/span>previousMessages<span class=\"token punctuation\">.<\/span><span class=\"token function\">subList<\/span><span class=\"token punctuation\">(<\/span>previousMessages<span class=\"token punctuation\">.<\/span><span class=\"token function\">size<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> previousMessages<span class=\"token punctuation\">.<\/span><span class=\"token function\">size<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n    <span class=\"token punctuation\">}<\/span>  \r\n  \r\n  \r\n<span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<ul id=\"code_id_11\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u6700\u540e\u5c06\u8fd9\u4e2a\u6d88\u606f\u4fee\u526a\u7684hook\u6dfb\u52a0\u5230agent\u5185\u7f6e\u7684\u94a9\u5b50\u5bb9\u5668\u4e2d\u5373\u53ef\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_12\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">ReactAgent agent <span class=\"token operator\">=<\/span> ReactAgent<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">name<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u5929\u6c14\u52a9\u624b\"<\/span><span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">model<\/span><span class=\"token punctuation\">(<\/span>chatModel<span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">hooks<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">new<\/span> <span class=\"token class-name\">MessageTrimmingHook<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token comment\">\/\/......<\/span>\r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/code><\/pre>\n<ul id=\"code_id_12\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>6. \u6784\u5efaskill<\/h4>\n<p>\u56e0\u4e3a\u5929\u6c14\u67e5\u8be2\u52a9\u624b\u6574\u4f53\u6b65\u9aa4\u76f8\u5bf9\u56fa\u5b9a\u4e14\u901a\u7528\uff0c\u8003\u8651\u5230\u540e\u7eed\u53ef\u80fd\u8fd8\u4f1a\u968f\u7740\u7528\u6237\u7684\u9700\u6c42\u4e0d\u65ad\u53d8\u66f4\uff0c\u6309\u7167agent\u6784\u5efa\u6700\u4f73\u5b9e\u8df5\uff0c\u6211\u4eec\u6253\u7b97\u5c06\u8fd9\u4e2a\u901a\u7528\u7684\u6d41\u7a0b\u62bd\u53d6\u4e3askill\uff0c\u65b9\u4fbf\u540e\u7eed\u8fed\u4ee3\u548c\u7ef4\u62a4\u3002<\/p>\n<p>skill\u662f\u4e00\u7ec4\u7ed3\u6784\u5316\u7684prompt\u548c\u914d\u7f6e\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u6267\u884c\u4efb\u52a1\u6d41\u7a0b\u6587\u6863\u5316\uff0cprompt\u6a21\u677f\u5316\u3002\u901a\u8fc7skill\u5bf9\u7528\u6237\u7ecf\u9a8c\u7684\u5b66\u4e60\uff0c\u4f7f\u5f97agent\u80fd\u591f\uff1a<\/p>\n<ul data-id=\"u738a58b-HTEl8JxE\">\n<li data-id=\"ld70c578-2xoUiVNs\">\u6b63\u786e\u7684\u7406\u89e3\u5f53\u524d\u4efb\u52a1<\/li>\n<li data-id=\"ld70c578-3YyEyeGb\">\u660e\u786e\u4efb\u52a1\u8c03\u7528\u90a3\u4e9b\u5de5\u5177<\/li>\n<li data-id=\"ld70c578-fprBxSBW\">\u6b63\u786e\u6309\u7167\u6807\u51c6\u987a\u5e8f\u6267\u884c<\/li>\n<\/ul>\n<p>\u53c2\u8003SAA\u5b98\u7f51\u7ed9\u51fa\u7684skill\u6807\u51c6\u76ee\u5f55\u7ed3\u6784,\u5982\u4e0b\u6240\u793a\uff0c\u7ecf\u8fc7\u4e0eagent\u591a\u8f6e\u5bf9\u8bdd\uff0c\u7b14\u8005\u751f\u6210\u7684\u5929\u6c14\u67e5\u8be2\u52a9\u624b\u7684\u6280\u80fd\u5305\uff0c\u5e76\u5c06\u5176\u5b58\u653e\u5728resources\u76ee\u5f55\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_13\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">skill<span class=\"token operator\">-<\/span>name<span class=\"token operator\">\/<\/span>\r\n\u251c\u2500\u2500 <span class=\"token constant\">SKILL<\/span><span class=\"token punctuation\">.<\/span>md # \u3010\u5fc5\u9700\u3011Skill\u7684\u6838\u5fc3\u5b9a\u4e49\uff0c\u5305\u542b\u4efb\u52a1\u63cf\u8ff0\u3001\u8f93\u5165\u8f93\u51fa\u683c\u5f0f\u3001\u6267\u884c\u6d41\u7a0b\u7b49\r\n\u251c\u2500\u2500 references<span class=\"token operator\">\/<\/span> #\u3010\u53ef\u9009\u3011\u8f85\u52a9\u53c2\u8003\u6587\u6863\uff0c\u5bf9\u4e3b\u6587\u4ef6\u7684\u8865\u5145\r\n\u251c\u2500\u2500 examples<span class=\"token operator\">\/<\/span>  #\u3010\u53ef\u9009\u3011\u4efb\u52a1\u6267\u884c\u793a\u4f8b\uff0c\u5e2e\u52a9Agent\u7406\u89e3\u9884\u671f\u884c\u4e3a\r\n\u2514\u2500\u2500 scripts<span class=\"token operator\">\/<\/span> # \u3010\u53ef\u9009\u3011\u8f85\u52a9\u811a\u672c\uff08\u5982\u6570\u636e\u5904\u7406\u811a\u672c\uff09<\/code><\/pre>\n<ul id=\"code_id_13\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5bf9\u5e94\u6587\u4ef6\u76ee\u5f55\u7ed3\u6784\u5982\u4e0b\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202603\/04\/68c4f74385c6e3cb4d2791fb8c76d8ab8305a7.webp\" data-type=\"block\" \/><\/p>\n<p>\u5bf9\u5e94\u7684SKILL.md\u5185\u5bb9\u5982\u4e0b\uff0c\u8bfb\u8005\u53ef\u4ee5\u53c2\u8003\u540e\u81ea\u884c\u6d88\u5316\u5b66\u4e60\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202603\/04\/833123250c9fc1920a5144784a4f2a97acde54.webp\" data-type=\"block\" \/><\/p>\n<p>references \u76ee\u5f55\u7528\u4e8e\u5b58\u653e\u8f85\u52a9\u6027\u53c2\u8003\u6587\u6863\uff0c\u8fd9\u4e9b\u6587\u6863\u662f\u5bf9 SKILL.md \u4e3b\u6587\u4ef6\u7684\u8865\u5145\uff0c\u4f46\u4e0d\u662f\u6838\u5fc3\u4efb\u52a1\u6d41\u7a0b\u7684\u4e00\u90e8\u5206\u3002\u9488\u5bf9\u5929\u6c14\u67e5\u8be2\u52a9\u624b\uff0c\u7b14\u8005\u9488\u5bf9\u6027\u7684\u8865\u5145\u4e86\u8f93\u51fa\u7684\u89c4\u8303\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202603\/04\/09adefd362232f59c50230fdf9ed89cb1addcf.webp\" data-type=\"block\" \/><\/p>\n<p>\u56e0\u4e3askill\u5b58\u653e\u5728resource\u76ee\u5f55\u4e0b\uff0c\u6211\u4eec\u901a\u8fc7ClasspathSkillRegistry\u5b8c\u6210\u8d44\u6e90\u52a0\u8f7d\u5e76\u751f\u6210hook\u8ffd\u52a0\u5230hooks\u4e2d\u5373\u53ef\uff0c\u8003\u8651\u5230\u4e0a\u6587\u4e2d\u5df2\u7ecf\u91cd\u590d\u7ed9\u51fahooks\u7684\u6dfb\u52a0\u65b9\u5f0f\uff0c\u672c\u7740\u4fe1\u606f\u7b80\u8981\u76f4\u89c2\u7684\u9605\u8bfb\u4f53\u9a8c\uff0c\u7b14\u8005\u4ec5\u7ed9\u51faskill hook\u7684\u521b\u5efa\u793a\u4f8b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_14\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token comment\">\/\/\u4eceresource\u76ee\u5f55\u4e0b\u62c9\u53d6\u6280\u80fd<\/span>\r\nSkillRegistry registry <span class=\"token operator\">=<\/span> ClasspathSkillRegistry<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">classpathPath<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"skills\"<\/span><span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\nSkillsAgentHook skillsHook <span class=\"token operator\">=<\/span> SkillsAgentHook<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">skillRegistry<\/span><span class=\"token punctuation\">(<\/span>registry<span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/code><\/pre>\n<ul id=\"code_id_14\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>7. RAG\u589e\u5f3a<\/h4>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u867d\u7136\u5f3a\u5927\uff0c\u4f46\u7531\u4e8e\u5176\u8bad\u7ec3\u673a\u5236\u7684\u9650\u5236\uff0c\u9884\u8bad\u7ec3\u7684\u8bed\u6599\u4f1a\u5728\u67d0\u4e2a\u65f6\u95f4\u70b9\u51bb\u7ed3\uff0c\u65e0\u6cd5\u52a8\u6001\u83b7\u53d6\u6700\u65b0\u7684\u4fe1\u606f\uff0c\u56e0\u6b64\uff0c\u6211\u4eec\u9700\u8981\u8ba9agent\u68c0\u7d22\u5916\u90e8\u77e5\u8bc6\uff0c\u4f7f\u7528\u8fd9\u4e9b\u7279\u5b9a\u7684\u4fe1\u606f\u6765\u589e\u5f3aLLM\u7684\u56de\u7b54\u3002<\/p>\n<p>\u6b64\u65f6\u5c31\u9700\u8981\u7528\u5230RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u6280\u672f\uff0c\u5176\u5de5\u4f5c\u6d41\u7a0b\u4e3a\uff1a<\/p>\n<ul data-id=\"u738a58b-Pm4EFIe1\">\n<li data-id=\"ld70c578-HGCER8ox\">\u68c0\u7d22\u9636\u6bb5\uff1a\u5c06\u7528\u6237\u63d0\u51fa\u7684\u95ee\u9898\u8f6c\u4e3a\u5411\u91cf\uff0c\u68c0\u7d22\u5411\u91cf\u6570\u636e\u5e93\uff0c\u83b7\u53d6\u6700\u76f8\u5173\u8bed\u4e49\u7684\u6587\u6863<\/li>\n<li data-id=\"ld70c578-ZPXyCAaE\">\u589e\u5f3a\u9636\u6bb5\uff1a\u5c06\u68c0\u7d22\u5230\u7684\u6700\u76f8\u5173\u6587\u6863\u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff08context\uff09\uff0c\u4e0e\u7528\u6237\u95ee\u9898\u7ec4\u6210prompt<\/li>\n<li data-id=\"ld70c578-F3CtRKdC\">\u751f\u6210\u9636\u6bb5\uff1aLLM\u57fa\u4e8e\u589e\u5f3a\u540e\u7684prompt\u751f\u6210\u56de\u7b54<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202603\/04\/a3002e576cab1f089bc543677500c86b5adea3.webp\" data-type=\"block\" \/><\/p>\n<p>\u4f8b\u5982\uff0c\u5f53\u6211\u4eec\u9700\u8981\u67e5\u8be2\u5929\u6c14\u52a9\u624b\u7684\u4f5c\u8005\u65f6\uff0cagent\u662f\u65e0\u6cd5\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\uff08\u56e0\u4e3a\u8fd9\u662f\u52a8\u6001\u4fe1\u606f\uff0c\u4e0d\u5728\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u4e2d\uff09\uff0c\u5bf9\u6b64\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u4e24\u9636\u6bb5RAG\u7684\u65b9\u5f0f\uff0c\u5728\u751f\u4ea7\u56de\u7b54\u4e4b\u524d\uff0c\u8c03\u7528\u6211\u4eec\u7684\u77e5\u8bc6\u5e93\u83b7\u53d6\u4f5c\u8005\u4fe1\u606f\uff0c\u5728\u57fa\u4e8e\u4f5c\u8005\u57fa\u4e8e\u589e\u5f3a\u63d0\u793a\u8bcd\uff0c\u8ba9LLM\u57fa\u4e8e\u8fd9\u4efd\u63d0\u793a\u8bcd\u8fdb\u884c\u63a8\u7406\u9884\u6d4b\u8fd4\u56de\u4f5c\u8005\u4fe1\u606f\u3002<\/p>\n<p>\u5bf9\u4e8e\u68c0\u7d22\u4fe1\u606f\u589e\u5f3a\uff0c\u6211\u4eec\u9996\u5148\u9700\u8981\u6784\u5efa\u5411\u91cf\u5b58\u50a8\u5c06\u81ea\u5b9a\u4e49\u7684\u6587\u6863\u6ce8\u5165\uff0c\u8ba9\u540e\u5728\u6a21\u578b\u8c03\u7528\u524d\u5b8c\u6210\u6587\u6863\u52a0\u8f7d\u3002\u6240\u4ee5\u7b14\u8005\u9996\u5148\u5728Spring\u5bb9\u5668\u4e2d\u58f0\u660e\u5b58\u50a8\u5411\u91cf\uff0c\u5c06\u4f5c\u8005\u4fe1\u606f\u6ce8\u5165\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_15\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">@Bean  \r\n<span class=\"token keyword\">public<\/span> VectorStore <span class=\"token function\">vectorStore<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\">EmbeddingModel embeddingModel<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n    SimpleVectorStore simpleVectorStore <span class=\"token operator\">=<\/span>  \r\n            SimpleVectorStore<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span>embeddingModel<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n    List<span class=\"token operator\">&lt;<\/span>Document<span class=\"token operator\">&gt;<\/span> documents <span class=\"token operator\">=<\/span> List<span class=\"token punctuation\">.<\/span><span class=\"token function\">of<\/span><span class=\"token punctuation\">(<\/span>  \r\n            <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">Document<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u5929\u6c14\u9884\u62a5agent\u7684\u4f5c\u8005\u662fsharkchili\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n    <span class=\"token comment\">\/\/\u5411\u91cf\u5316\u5b58\u50a8  <\/span>\r\n    simpleVectorStore<span class=\"token punctuation\">.<\/span><span class=\"token function\">add<\/span><span class=\"token punctuation\">(<\/span>documents<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n    <span class=\"token keyword\">return<\/span> simpleVectorStore<span class=\"token punctuation\">;<\/span>  \r\n<span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<ul id=\"code_id_15\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u7136\u540e\u521b\u5efa\u5bf9\u5e94\u7684hook\u5c06\u5b58\u50a8\u5411\u91cf\u52a0\u4ee5\u5c01\u88c5\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_16\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token comment\">\/\/ \u5728 Agent \u5f00\u59cb\u65f6\u68c0\u7d22\u6587\u6863\uff08\u53ea\u6267\u884c\u4e00\u6b21\uff09  <\/span>\r\n@<span class=\"token function\">HookPositions<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span>HookPosition<span class=\"token punctuation\">.<\/span><span class=\"token constant\">BEFORE_AGENT<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span>  \r\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">RAGAgentHook<\/span> <span class=\"token keyword\">extends<\/span> <span class=\"token class-name\">AgentHook<\/span> <span class=\"token punctuation\">{<\/span>  \r\n    <span class=\"token keyword\">private<\/span> final VectorStore vectorStore<span class=\"token punctuation\">;<\/span>  \r\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">static<\/span> final int <span class=\"token constant\">TOP_K<\/span> <span class=\"token operator\">=<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">;<\/span>  \r\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">static<\/span> final String <span class=\"token constant\">RAG_CONTEXT_KEY<\/span> <span class=\"token operator\">=<\/span> <span class=\"token string\">\"rag_context\"<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n    <span class=\"token keyword\">public<\/span> <span class=\"token function\">RAGAgentHook<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\">VectorStore vectorStore<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n        <span class=\"token keyword\">this<\/span><span class=\"token punctuation\">.<\/span>vectorStore <span class=\"token operator\">=<\/span> vectorStore<span class=\"token punctuation\">;<\/span>  \r\n    <span class=\"token punctuation\">}<\/span>  \r\n  \r\n    @Override  \r\n    <span class=\"token keyword\">public<\/span> String <span class=\"token function\">getName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">\"rag_agent_hook\"<\/span><span class=\"token punctuation\">;<\/span>  \r\n    <span class=\"token punctuation\">}<\/span>  \r\n  \r\n    @Override  \r\n    <span class=\"token keyword\">public<\/span> CompletableFuture<span class=\"token operator\">&lt;<\/span>Map<span class=\"token operator\">&lt;<\/span>String<span class=\"token punctuation\">,<\/span> Object<span class=\"token operator\">&gt;&gt;<\/span> <span class=\"token function\">beforeAgent<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\">OverAllState state<span class=\"token punctuation\">,<\/span> RunnableConfig config<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n        <span class=\"token comment\">\/\/ \u4ece\u72b6\u6001\u4e2d\u63d0\u53d6\u7528\u6237\u95ee\u9898  <\/span>\r\n        Optional<span class=\"token operator\">&lt;<\/span>Object<span class=\"token operator\">&gt;<\/span> messagesOpt <span class=\"token operator\">=<\/span> state<span class=\"token punctuation\">.<\/span><span class=\"token function\">value<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"messages\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>messagesOpt<span class=\"token punctuation\">.<\/span><span class=\"token function\">isEmpty<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n            <span class=\"token keyword\">return<\/span> CompletableFuture<span class=\"token punctuation\">.<\/span><span class=\"token function\">completedFuture<\/span><span class=\"token punctuation\">(<\/span>Map<span class=\"token punctuation\">.<\/span><span class=\"token function\">of<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n        <span class=\"token punctuation\">}<\/span>  \r\n  \r\n        @<span class=\"token function\">SuppressWarnings<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"unchecked\"<\/span><span class=\"token punctuation\">)<\/span>  \r\n        List<span class=\"token operator\">&lt;<\/span>org<span class=\"token punctuation\">.<\/span>springframework<span class=\"token punctuation\">.<\/span>ai<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>messages<span class=\"token punctuation\">.<\/span>Message<span class=\"token operator\">&gt;<\/span> messages <span class=\"token operator\">=<\/span>  \r\n                <span class=\"token punctuation\">(<\/span>List<span class=\"token operator\">&lt;<\/span>org<span class=\"token punctuation\">.<\/span>springframework<span class=\"token punctuation\">.<\/span>ai<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>messages<span class=\"token punctuation\">.<\/span>Message<span class=\"token operator\">&gt;<\/span><span class=\"token punctuation\">)<\/span> messagesOpt<span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n        <span class=\"token comment\">\/\/ \u63d0\u53d6\u6700\u540e\u4e00\u4e2a\u7528\u6237\u6d88\u606f\u4f5c\u4e3a\u67e5\u8be2  <\/span>\r\n        String userQuery <span class=\"token operator\">=<\/span> messages<span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">filter<\/span><span class=\"token punctuation\">(<\/span>msg <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> msg <span class=\"token keyword\">instanceof<\/span> <span class=\"token class-name\">org<span class=\"token punctuation\">.<\/span>springframework<span class=\"token punctuation\">.<\/span>ai<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>messages<span class=\"token punctuation\">.<\/span>UserMessage<\/span><span class=\"token punctuation\">)<\/span>  \r\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">map<\/span><span class=\"token punctuation\">(<\/span>msg <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>org<span class=\"token punctuation\">.<\/span>springframework<span class=\"token punctuation\">.<\/span>ai<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>messages<span class=\"token punctuation\">.<\/span>UserMessage<span class=\"token punctuation\">)<\/span> msg<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">getText<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>  \r\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">reduce<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>first<span class=\"token punctuation\">,<\/span> second<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> second<span class=\"token punctuation\">)<\/span> <span class=\"token comment\">\/\/ \u83b7\u53d6\u6700\u540e\u4e00\u4e2a  <\/span>\r\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">orElse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>userQuery<span class=\"token punctuation\">.<\/span><span class=\"token function\">isEmpty<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n            <span class=\"token keyword\">return<\/span> CompletableFuture<span class=\"token punctuation\">.<\/span><span class=\"token function\">completedFuture<\/span><span class=\"token punctuation\">(<\/span>Map<span class=\"token punctuation\">.<\/span><span class=\"token function\">of<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n        <span class=\"token punctuation\">}<\/span>  \r\n  \r\n        <span class=\"token comment\">\/\/ Step 1: \u68c0\u7d22\u76f8\u5173\u6587\u6863\uff08\u53ea\u6267\u884c\u4e00\u6b21\uff0c\u5728\u6574\u4e2a Agent \u6267\u884c\u8fc7\u7a0b\u4e2d\uff09  <\/span>\r\n        List<span class=\"token operator\">&lt;<\/span>Document<span class=\"token operator\">&gt;<\/span> relevantDocs <span class=\"token operator\">=<\/span> vectorStore<span class=\"token punctuation\">.<\/span><span class=\"token function\">similaritySearch<\/span><span class=\"token punctuation\">(<\/span>  \r\n                org<span class=\"token punctuation\">.<\/span>springframework<span class=\"token punctuation\">.<\/span>ai<span class=\"token punctuation\">.<\/span>vectorstore<span class=\"token punctuation\">.<\/span>SearchRequest<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n                        <span class=\"token punctuation\">.<\/span><span class=\"token function\">query<\/span><span class=\"token punctuation\">(<\/span>userQuery<span class=\"token punctuation\">)<\/span>  \r\n                        <span class=\"token punctuation\">.<\/span><span class=\"token function\">topK<\/span><span class=\"token punctuation\">(<\/span><span class=\"token constant\">TOP_K<\/span><span class=\"token punctuation\">)<\/span>  \r\n                        <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n        <span class=\"token comment\">\/\/ Step 2: \u6784\u5efa\u4e0a\u4e0b\u6587  <\/span>\r\n        String context <span class=\"token operator\">=<\/span> relevantDocs<span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">map<\/span><span class=\"token punctuation\">(<\/span>Document<span class=\"token operator\">:<\/span><span class=\"token operator\">:<\/span>getText<span class=\"token punctuation\">)<\/span>  \r\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">collect<\/span><span class=\"token punctuation\">(<\/span>Collectors<span class=\"token punctuation\">.<\/span><span class=\"token function\">joining<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\" \"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n        config<span class=\"token punctuation\">.<\/span><span class=\"token function\">metadata<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">ifPresent<\/span><span class=\"token punctuation\">(<\/span>meta <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token punctuation\">{<\/span>  \r\n            meta<span class=\"token punctuation\">.<\/span><span class=\"token function\">put<\/span><span class=\"token punctuation\">(<\/span><span class=\"token constant\">RAG_CONTEXT_KEY<\/span><span class=\"token punctuation\">,<\/span> context<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n        <span class=\"token comment\">\/\/ Step 3: \u5c06\u68c0\u7d22\u5230\u7684\u4e0a\u4e0b\u6587\u5b58\u50a8\u5230\u72b6\u6001\u4e2d\uff0c\u4f9b\u540e\u7eed ModelInterceptor \u4f7f\u7528  <\/span>\r\n        <span class=\"token comment\">\/\/ \u5b58\u50a8\u5230 state \u4e2d\uff0cModelInterceptor \u53ef\u4ee5\u901a\u8fc7 request.getContext() \u8bbf\u95ee  <\/span>\r\n        <span class=\"token keyword\">return<\/span> CompletableFuture<span class=\"token punctuation\">.<\/span><span class=\"token function\">completedFuture<\/span><span class=\"token punctuation\">(<\/span>Map<span class=\"token punctuation\">.<\/span><span class=\"token function\">of<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n    <span class=\"token punctuation\">}<\/span>  \r\n<span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<ul id=\"code_id_16\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<li>39.<\/li>\n<li>40.<\/li>\n<li>41.<\/li>\n<li>42.<\/li>\n<li>43.<\/li>\n<li>44.<\/li>\n<li>45.<\/li>\n<li>46.<\/li>\n<li>47.<\/li>\n<li>48.<\/li>\n<li>49.<\/li>\n<li>50.<\/li>\n<li>51.<\/li>\n<li>52.<\/li>\n<li>53.<\/li>\n<li>54.<\/li>\n<li>55.<\/li>\n<li>56.<\/li>\n<li>57.<\/li>\n<li>58.<\/li>\n<li>59.<\/li>\n<li>60.<\/li>\n<li>61.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u518d\u521b\u5efa\u4e00\u4e2a\u62e6\u622a\u5668\u5bf9RAG\u4e0a\u4e0b\u6587\u4fe1\u606f\u8fdb\u884c\u589e\u5f3a\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_17\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">RAGContextInterceptor<\/span> <span class=\"token keyword\">extends<\/span> <span class=\"token class-name\">ModelInterceptor<\/span> <span class=\"token punctuation\">{<\/span>  \r\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">static<\/span> final String <span class=\"token constant\">RAG_CONTEXT_KEY<\/span> <span class=\"token operator\">=<\/span> <span class=\"token string\">\"rag_context\"<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n    @Override  \r\n    <span class=\"token keyword\">public<\/span> ModelResponse <span class=\"token function\">interceptModel<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\">ModelRequest request<span class=\"token punctuation\">,<\/span> ModelCallHandler handler<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n        <span class=\"token comment\">\/\/ \u4ece\u8bf7\u6c42\u4e0a\u4e0b\u6587\u4e2d\u83b7\u53d6\u68c0\u7d22\u5230\u7684 RAG \u4e0a\u4e0b\u6587  <\/span>\r\n        <span class=\"token comment\">\/\/ RAG \u4e0a\u4e0b\u6587\u5728 AgentHook \u7684 beforeAgent \u4e2d\u5df2\u7ecf\u5b58\u50a8\u5230\u72b6\u6001\u4e2d  <\/span>\r\n        Map<span class=\"token operator\">&lt;<\/span>String<span class=\"token punctuation\">,<\/span> Object<span class=\"token operator\">&gt;<\/span> context <span class=\"token operator\">=<\/span> request<span class=\"token punctuation\">.<\/span><span class=\"token function\">getContext<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n        String ragContext <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">(<\/span>String<span class=\"token punctuation\">)<\/span> context<span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span><span class=\"token constant\">RAG_CONTEXT_KEY<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>ragContext <span class=\"token operator\">==<\/span> <span class=\"token keyword\">null<\/span> <span class=\"token operator\">||<\/span> ragContext<span class=\"token punctuation\">.<\/span><span class=\"token function\">isEmpty<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n            <span class=\"token comment\">\/\/ \u5982\u679c\u6ca1\u6709\u68c0\u7d22\u5230\u4e0a\u4e0b\u6587\uff0c\u76f4\u63a5\u8c03\u7528\u5904\u7406\u5668  <\/span>\r\n            <span class=\"token keyword\">return<\/span> <span class=\"token function\">handler<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n        <span class=\"token punctuation\">}<\/span>  \r\n  \r\n        <span class=\"token comment\">\/\/ \u589e\u5f3a systemPrompt        String enhancedSystemPrompt = String.format(\"\"\"  <\/span>\r\n          \u4f60\u662f\u4e00\u4e2a\u6709\u7528\u7684\u52a9\u624b\u3002\u57fa\u4e8e\u4ee5\u4e0b\u4e0a\u4e0b\u6587\u56de\u7b54\u95ee\u9898\u3002  \r\n          \u5982\u679c\u4e0a\u4e0b\u6587\u4e2d\u6ca1\u6709\u76f8\u5173\u4fe1\u606f\uff0c\u8bf7\u8bf4\u660e\u4f60\u4e0d\u77e5\u9053\u3002                    \u4e0a\u4e0b\u6587\uff1a  \r\n          <span class=\"token operator\">%<\/span>s          <span class=\"token string\">\"\"<\/span>\"<span class=\"token punctuation\">,<\/span> ragContext<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n        <span class=\"token comment\">\/\/ \u5408\u5e76\u539f\u6709\u7684 systemPrompt \u548c\u68c0\u7d22\u5230\u7684\u4e0a\u4e0b\u6587  <\/span>\r\n        SystemMessage enhancedSystemMessage<span class=\"token punctuation\">;<\/span>  \r\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">.<\/span><span class=\"token function\">getSystemMessage<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">==<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n            enhancedSystemMessage <span class=\"token operator\">=<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">SystemMessage<\/span><span class=\"token punctuation\">(<\/span>enhancedSystemPrompt<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n        <span class=\"token punctuation\">}<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token punctuation\">{<\/span>  \r\n            enhancedSystemMessage <span class=\"token operator\">=<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">SystemMessage<\/span><span class=\"token punctuation\">(<\/span>  \r\n                    request<span class=\"token punctuation\">.<\/span><span class=\"token function\">getSystemMessage<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">getText<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">+<\/span> <span class=\"token string\">\" \"<\/span> <span class=\"token operator\">+<\/span> enhancedSystemPrompt  \r\n            <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n        <span class=\"token punctuation\">}<\/span>  \r\n  \r\n        <span class=\"token comment\">\/\/ \u521b\u5efa\u589e\u5f3a\u7684\u8bf7\u6c42  <\/span>\r\n        ModelRequest enhancedRequest <span class=\"token operator\">=<\/span> ModelRequest<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span>  \r\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">systemMessage<\/span><span class=\"token punctuation\">(<\/span>enhancedSystemMessage<span class=\"token punctuation\">)<\/span>  \r\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n        <span class=\"token keyword\">return<\/span> <span class=\"token function\">handler<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span>enhancedRequest<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n    <span class=\"token punctuation\">}<\/span>  \r\n  \r\n    @Override  \r\n    <span class=\"token keyword\">public<\/span> String <span class=\"token function\">getName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">\"rag_context_interceptor\"<\/span><span class=\"token punctuation\">;<\/span>  \r\n    <span class=\"token punctuation\">}<\/span>  \r\n<span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<ul id=\"code_id_17\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<li>39.<\/li>\n<li>40.<\/li>\n<li>41.<\/li>\n<li>42.<\/li>\n<li>43.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>8. \u6574\u5408\u914d\u7f6e\u5e76\u9a8c\u6536<\/h4>\n<p>\u7ed3\u5408\u4e0a\u8ff0\u7684\u7efc\u5408\u914d\u7f6e\uff0c\u6211\u4eec\u7ed9\u51fa\u5b8c\u6574\u7684agent\u6784\u5efa\u6b65\u9aa4\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_18\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">@Bean  \r\n<span class=\"token keyword\">public<\/span> WeatherAgent <span class=\"token function\">weatherAgent<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>  \r\n  \r\n  \r\n    <span class=\"token comment\">\/\/ \u7cfb\u7edf\u63d0\u793a\u8bcd\u7b80\u5316\u4e3a\u89d2\u8272\u5b9a\u4f4d\u548c\u8f93\u51fa\u683c\u5f0f\u8981\u6c42  <\/span>\r\n    String <span class=\"token constant\">SYSTEM_PROMPT<\/span> <span class=\"token operator\">=<\/span> <span class=\"token string\">\"\"<\/span>\"  \r\n            # \u5929\u6c14\u9884\u62a5\u52a9\u624b  \r\n                    ## \u89d2\u8272\u5b9a\u4f4d  \r\n            \u4f60\u662f\u4e00\u4f4d\u4e13\u4e1a\u7684\u5929\u6c14\u9884\u62a5\u5458\uff0c\u8d1f\u8d23\u4e3a\u7528\u6237\u63d0\u4f9b\u51c6\u786e\u7684\u5929\u6c14\u4fe1\u606f\u3002  \r\n                    ## \u8f93\u51fa\u683c\u5f0f\u8981\u6c42  \r\n            \u6240\u6709\u5929\u6c14\u67e5\u8be2\u7ed3\u679c\u5fc5\u987b\u4f7f\u7528 WeatherResponse \u683c\u5f0f\u8fd4\u56de\uff0c\u5305\u542b\u4ee5\u4e0b\u5b57\u6bb5\uff1a  \r\n            <span class=\"token operator\">-<\/span> city\uff1a\u57ce\u5e02\u540d\u79f0\uff08\u5fc5\u586b\uff09  \r\n            <span class=\"token operator\">-<\/span> weather\uff1a\u5929\u6c14\u72b6\u51b5\u63cf\u8ff0\uff08\u5fc5\u586b\uff09  \r\n            <span class=\"token operator\">-<\/span> tip\uff1a\u5929\u6c14\u5efa\u8bae\uff08\u5fc5\u586b\uff09  \r\n            <span class=\"token operator\">-<\/span> error_message\uff1a\u5f02\u5e38\u8bf4\u660e\uff08\u4ec5\u5728\u51fa\u9519\u65f6\u586b\u5199\uff09  \r\n                    ## \u6280\u80fd\u4f7f\u7528  \r\n            \u4f60\u5df2\u638c\u63e1 <span class=\"token string\">\"weather-forecast\"<\/span> \u6280\u80fd\uff0c\u8bf7\u6309\u7167\u8be5\u6280\u80fd\u5b9a\u4e49\u7684\u4efb\u52a1\u6d41\u7a0b\u6267\u884c\u5929\u6c14\u67e5\u8be2\u4efb\u52a1\u3002  \r\n                                <span class=\"token string\">\"\"<\/span>\"<span class=\"token punctuation\">;<\/span>  \r\n  \r\n    <span class=\"token comment\">\/\/ \u521b\u5efa\u5de5\u5177\u56de\u8c03 (\u6a21\u62df\u5929\u6c14\u67e5\u8be2\u5de5\u5177,\u5199\u6b7b\u4e3a\u6674\u5929)  <\/span>\r\n    ToolCallback getWeatherTool <span class=\"token operator\">=<\/span> FunctionToolCallback  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"getWeatherForLocation\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">WeatherForLocationTool<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">description<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"Get weather for a given city\"<\/span><span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">inputType<\/span><span class=\"token punctuation\">(<\/span>String<span class=\"token punctuation\">.<\/span>class<span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n    <span class=\"token comment\">\/\/ \u521b\u5efa\u5de5\u5177\u56de\u8c03 (\u6a21\u62df\u83b7\u53d6\u7528\u6237\u4f4d\u7f6e\u5de5\u5177,\u57fa\u4e8e\u7528\u6237id\u51b3\u5b9a\u662f\u798f\u5efa\u8fd8\u662f\u6df1\u5733)  <\/span>\r\n    ToolCallback getUserLocationTool <span class=\"token operator\">=<\/span> FunctionToolCallback  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"getUserLocation\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">UserLocationTool<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">description<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"Retrieve user location based on user ID\"<\/span><span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">inputType<\/span><span class=\"token punctuation\">(<\/span>String<span class=\"token punctuation\">.<\/span>class<span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n  \r\n    <span class=\"token comment\">\/\/ \u521b\u5efa DashScope API    DashScopeApi dashScopeApi = DashScopeApi.builder()  <\/span>\r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">apiKey<\/span><span class=\"token punctuation\">(<\/span>apiKey<span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n    <span class=\"token comment\">\/\/\u57fa\u4e8e dashscope api \u521b\u5efachatmodel  <\/span>\r\n    ChatModel chatModel <span class=\"token operator\">=<\/span> DashScopeChatModel<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">dashScopeApi<\/span><span class=\"token punctuation\">(<\/span>dashScopeApi<span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">defaultOptions<\/span><span class=\"token punctuation\">(<\/span>DashScopeChatOptions<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">withModel<\/span><span class=\"token punctuation\">(<\/span>DashScopeChatModel<span class=\"token punctuation\">.<\/span><span class=\"token constant\">DEFAULT_MODEL_NAME<\/span><span class=\"token punctuation\">)<\/span>  \r\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">withTemperature<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">0.5<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token comment\">\/\/\u63a7\u5236\u8f93\u51fa\u7684\u968f\u673a\u6027\uff080.0-1.0\uff09\uff0c\u503c\u8d8a\u9ad8\u8d8a\u6709\u521b\u9020\u6027  <\/span>\r\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">withMaxToken<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1000<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token comment\">\/\/ \u6700\u5927\u8f93\u51fa\u957f\u5ea6 \u66f4\u591a\u53c2\u6570\u8bf7\u53c2\u8003 ChatModel \u9002\u914d  <\/span>\r\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n    <span class=\"token comment\">\/\/\u751f\u6210skill hook  <\/span>\r\n    SkillRegistry registry <span class=\"token operator\">=<\/span> ClasspathSkillRegistry<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">classpathPath<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"skills\"<\/span><span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n    SkillsAgentHook skillsHook <span class=\"token operator\">=<\/span> SkillsAgentHook<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">skillRegistry<\/span><span class=\"token punctuation\">(<\/span>registry<span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\n    ReactAgent agent <span class=\"token operator\">=<\/span> ReactAgent<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">name<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u5929\u6c14\u52a9\u624b\"<\/span><span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">model<\/span><span class=\"token punctuation\">(<\/span>chatModel<span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">hooks<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">new<\/span> <span class=\"token class-name\">MessageTrimmingHook<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>  \r\n                    <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">RAGAgentHook<\/span><span class=\"token punctuation\">(<\/span>SpringUtil<span class=\"token punctuation\">.<\/span><span class=\"token function\">getBean<\/span><span class=\"token punctuation\">(<\/span>VectorStore<span class=\"token punctuation\">.<\/span>class<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>  \r\n                    skillsHook<span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">tools<\/span><span class=\"token punctuation\">(<\/span>getWeatherTool<span class=\"token punctuation\">,<\/span> getUserLocationTool<span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">systemPrompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token constant\">SYSTEM_PROMPT<\/span><span class=\"token punctuation\">)<\/span><span class=\"token comment\">\/\/\u7cfb\u7edf\u63d0\u793a\u8bcd  <\/span>\r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">outputType<\/span><span class=\"token punctuation\">(<\/span>WeatherResponse<span class=\"token punctuation\">.<\/span>class<span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">interceptors<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">new<\/span> <span class=\"token class-name\">RAGContextInterceptor<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>  \r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">saver<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">new<\/span> <span class=\"token class-name\">MemorySaver<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token comment\">\/\/Agent \u901a\u8fc7\u72b6\u6001\u81ea\u52a8\u7ef4\u62a4\u5bf9\u8bdd\u5386\u53f2\u3002\u4f7f\u7528 MemorySaver \u914d\u7f6e\u6301\u4e45\u5316\u5b58\u50a8,\u9ed8\u8ba4\u4f7f\u7528hashmap  <\/span>\r\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n    <span class=\"token comment\">\/\/\u5c06ReactAgent\u805a\u5408\u5230WeatherAgent\u5e76\u4ea4\u7531Spring\u5bb9\u5668\u7edf\u4e00\u7ba1\u7406  <\/span>\r\n    WeatherAgent weatherAgent <span class=\"token operator\">=<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">WeatherAgent<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n    weatherAgent<span class=\"token punctuation\">.<\/span><span class=\"token function\">setAgent<\/span><span class=\"token punctuation\">(<\/span>agent<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n    <span class=\"token keyword\">return<\/span> weatherAgent<span class=\"token punctuation\">;<\/span>  \r\n  \r\n<span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<ul id=\"code_id_18\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<li>39.<\/li>\n<li>40.<\/li>\n<li>41.<\/li>\n<li>42.<\/li>\n<li>43.<\/li>\n<li>44.<\/li>\n<li>45.<\/li>\n<li>46.<\/li>\n<li>47.<\/li>\n<li>48.<\/li>\n<li>49.<\/li>\n<li>50.<\/li>\n<li>51.<\/li>\n<li>52.<\/li>\n<li>53.<\/li>\n<li>54.<\/li>\n<li>55.<\/li>\n<li>56.<\/li>\n<li>57.<\/li>\n<li>58.<\/li>\n<li>59.<\/li>\n<li>60.<\/li>\n<li>61.<\/li>\n<li>62.<\/li>\n<li>63.<\/li>\n<li>64.<\/li>\n<li>65.<\/li>\n<li>66.<\/li>\n<li>67.<\/li>\n<li>68.<\/li>\n<li>69.<\/li>\n<li>70.<\/li>\n<li>71.<\/li>\n<li>72.<\/li>\n<li>73.<\/li>\n<li>74.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u6b64\u65f6\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u5f00\u59cb\u9a8c\u6536\u6b65\u9aa4\u4e86\uff0c\u6309\u7167\u9700\u6c42\u8bf4\u660e\uff0c\u5982\u679c\u6ca1\u6709\u63d0\u4f9b\u57ce\u5e02\u4fe1\u606f\u7684\u60c5\u51b5\u4e0b\uff0cagent\u4f1a\u901a\u8fc7\u6570\u636e\u5e93\u67e5\u8be2\u65b9\u5f0f\u5b9a\u4f4d\u7528\u6237\u6240\u5728\u57ce\u5e02\u5e76\u8f93\u51fa\uff0c\u5bf9\u5e94\u6211\u4eec\u4e5f\u7ed9\u51fa\u8be5\u4ee3\u7801\u793a\u4f8b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_19\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">RunnableConfig runnableConfig <span class=\"token operator\">=<\/span> RunnableConfig<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">threadId<\/span><span class=\"token punctuation\">(<\/span>String<span class=\"token punctuation\">.<\/span><span class=\"token function\">valueOf<\/span><span class=\"token punctuation\">(<\/span>Thread<span class=\"token punctuation\">.<\/span><span class=\"token function\">currentThread<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">getId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">addMetadata<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"userId\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"1\"<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token comment\">\/\/\u798f\u5efa\u7528\u6237  <\/span>\r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\r\n\r\nString result <span class=\"token operator\">=<\/span> SpringUtil<span class=\"token punctuation\">.<\/span><span class=\"token function\">getBean<\/span><span class=\"token punctuation\">(<\/span>WeatherAgent<span class=\"token punctuation\">.<\/span>class<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u4eca\u5929\u662f\u4ec0\u4e48\u5929\u6c14\"<\/span><span class=\"token punctuation\">,<\/span> runnableConfig<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\nWeatherResponse weatherResponse <span class=\"token operator\">=<\/span> JSONUtil<span class=\"token punctuation\">.<\/span><span class=\"token function\">toBean<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">,<\/span> WeatherResponse<span class=\"token punctuation\">.<\/span>class<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\nConsole<span class=\"token punctuation\">.<\/span><span class=\"token function\">log<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u67e5\u8be2\u7ed3\u679c:{}\"<\/span><span class=\"token punctuation\">,<\/span> JSONUtil<span class=\"token punctuation\">.<\/span><span class=\"token function\">toJsonStr<\/span><span class=\"token punctuation\">(<\/span>weatherResponse<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/code><\/pre>\n<ul id=\"code_id_19\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8f93\u51fa\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_20\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token literal-property property\">\u67e5\u8be2\u7ed3\u679c<\/span><span class=\"token operator\">:<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">\"city\"<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">\"\u798f\u5efa\"<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string-property property\">\"weather\"<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">\"\u9634\u5929\"<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string-property property\">\"tip\"<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">\"\u5efa\u8bae\u643a\u5e26\u96e8\u5177\uff0c\u6ce8\u610f\u9632\u6f6e\"<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string-property property\">\"errorMessage\"<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">\"\"<\/span><span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<ul id=\"code_id_20\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5f53\u798f\u5efa\u7528\u6237\u6307\u5b9a\u57ce\u5e02\u65f6\uff0c\u8f93\u51fa\u6307\u5b9a\u57ce\u5e02\u7684\u5929\u6c14\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_21\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">RunnableConfig runnableConfig <span class=\"token operator\">=<\/span> RunnableConfig<span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">threadId<\/span><span class=\"token punctuation\">(<\/span>String<span class=\"token punctuation\">.<\/span><span class=\"token function\">valueOf<\/span><span class=\"token punctuation\">(<\/span>Thread<span class=\"token punctuation\">.<\/span><span class=\"token function\">currentThread<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">getId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">addMetadata<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"userId\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"1\"<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token comment\">\/\/\u798f\u5efa\u7528\u6237  <\/span>\r\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\n  \r\nString result <span class=\"token operator\">=<\/span> SpringUtil<span class=\"token punctuation\">.<\/span><span class=\"token function\">getBean<\/span><span class=\"token punctuation\">(<\/span>WeatherAgent<span class=\"token punctuation\">.<\/span>class<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u4e0a\u6d77\u4eca\u5929\u662f\u4ec0\u4e48\u5929\u6c14\"<\/span><span class=\"token punctuation\">,<\/span> runnableConfig<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\nWeatherResponse weatherResponse <span class=\"token operator\">=<\/span> JSONUtil<span class=\"token punctuation\">.<\/span><span class=\"token function\">toBean<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">,<\/span> WeatherResponse<span class=\"token punctuation\">.<\/span>class<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\nConsole<span class=\"token punctuation\">.<\/span><span class=\"token function\">log<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u67e5\u8be2\u7ed3\u679c:{}\"<\/span><span class=\"token punctuation\">,<\/span> JSONUtil<span class=\"token punctuation\">.<\/span><span class=\"token function\">toJsonStr<\/span><span class=\"token punctuation\">(<\/span>weatherResponse<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/code><\/pre>\n<ul id=\"code_id_21\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8f93\u51fa\u7ed3\u679c\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_22\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token literal-property property\">\u67e5\u8be2\u7ed3\u679c<\/span><span class=\"token operator\">:<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">\"city\"<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">\"\u4e0a\u6d77\"<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string-property property\">\"weather\"<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">\"\u6674\u5929\"<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string-property property\">\"tip\"<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">\"\u4eca\u5929\u9633\u5149\u660e\u5a9a\uff0c\u9002\u5408\u6237\u5916\u6d3b\u52a8\uff0c\u4f46\u8bf7\u6ce8\u610f\u9632\u6652\u3002\"<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string-property property\">\"errorMessage\"<\/span><span class=\"token operator\">:<\/span><span class=\"token string\">\"\"<\/span><span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<ul id=\"code_id_22\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u6d88\u606f\u8d85\u8fc76\u6761\u540e\uff0c\u89e6\u53d1\u6d88\u606f\u4fee\u6539\uff0c\u8fd9\u4e00\u70b9\u6211\u4eec\u53ef\u76f4\u63a5\u901a\u8fc7\u8f93\u51fa\u63a7\u5236\u53f0\u5370\u8bc1\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202603\/04\/437be5d2221174896c07463642983833604086.webp\" alt=\"\" data-type=\"block\" \/><\/p>\n<p>\u6700\u540e\u5219\u662fRAG\u4fe1\u606f\u68c0\u7d22\u589e\u5f3a\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_23\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">String result <span class=\"token operator\">=<\/span> SpringUtil<span class=\"token punctuation\">.<\/span><span class=\"token function\">getBean<\/span><span class=\"token punctuation\">(<\/span>WeatherAgent<span class=\"token punctuation\">.<\/span>class<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u8fd9\u4e2a\u5929\u6c14\u9884\u62a5agent\u4f5c\u8005\u662f\u8c01\"<\/span><span class=\"token punctuation\">,<\/span> runnableConfig<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  \r\nConsole<span class=\"token punctuation\">.<\/span><span class=\"token function\">log<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u67e5\u8be2\u7ed3\u679c:{}\"<\/span><span class=\"token punctuation\">,<\/span> JSONUtil<span class=\"token punctuation\">.<\/span><span class=\"token function\">toJsonStr<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/code><\/pre>\n<ul id=\"code_id_23\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8f93\u51fa\u7ed3\u679c\u5982\u4e0b\uff0c\u53ef\u4ee5\u770b\u5230SAA\u51c6\u786e\u7684\u5b8c\u6210\u7684\u6587\u6863\u52a0\u8f7d\u5e76\u8f93\u51fa\u4f5c\u8005\u4fe1\u606f\uff0c\u53ea\u4e0d\u8fc7\u6211\u4eec\u7ed9\u51fa\u7684\u54cd\u5e94\u683c\u5f0f\u6ca1\u6709\u51c6\u786e\u7684\u5b57\u6bb5\u586b\u5145\uff0c\u751f\u6210\u7ed3\u679c\u5b58\u653e\u5728error_message\u5b57\u6bb5\u4e0a\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_24\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token literal-property property\">\u67e5\u8be2\u7ed3\u679c<\/span><span class=\"token operator\">:<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">\"city\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">\"weather\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">\"tip\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">\"error_message\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"\u5929\u6c14\u9884\u62a5agent\u7684\u4f5c\u8005\u662fsharkchili\"<\/span><span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<ul id=\"code_id_24\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h3>\u56db\u3001\u5c0f\u7ed3<\/h3>\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u6a21\u578b\u3001\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u3001token\u4ee5\u53ca\u8bb0\u5fc6\u7b49\u51e0\u4e2a\u6838\u5fc3\u7684\u6982\u5ff5\uff0c\u968f\u540e\u901a\u8fc7\u4e00\u4e2a\u5929\u6c14\u67e5\u8be2\u52a9\u624b\u5c06\u8fd9\u4e9b\u6982\u5ff5\u914d\u7f6e\u4e32\u8054\u548c\u843d\u5730\uff0c\u6700\u7ec8\u7ed9\u51fa\u4e00\u4e2a\u57fa\u4e8eSpring\u6700\u4f73\u5b9e\u8df5\u7248\u672c\u7684\u5929\u6c14\u67e5\u8be2\u52a9\u624b\uff0c\u6d89\u53ca\uff1a<\/p>\n<ul data-id=\"u738a58b-7qTbVN6u\">\n<li data-id=\"ld70c578-I5BIphGK\">\u89c4\u8303\u5316\u5c01\u88c5\uff1a\u57fa\u4e8eSpring IOC\u7ba1\u7406Agent<\/li>\n<li data-id=\"ld70c578-vArtlloR\">\u4e0a\u4e0b\u6587\u7ba1\u7406\uff1a\u901a\u8fc7ToolContext\u4f20\u9012\u7528\u6237\u4fe1\u606f<\/li>\n<li data-id=\"ld70c578-4J4ty174\">\u591a\u5de5\u5177\u8c03\u7528\uff1a\u901a\u8fc7outputType\u7ed3\u6784\u5316\u8f93\u51fa<\/li>\n<li data-id=\"ld70c578-35ksYVga\">\u6d88\u606f\u4fee\u526a\uff1a\u57fa\u4e8ehook\u6dfb\u52a0\u6d88\u606f\u4fee\u526a\u5de5\u5177\uff0c\u63a7\u5236\u4e0a\u4e0b\u6587\u957f\u5ea6<\/li>\n<li data-id=\"ld70c578-fK2h282s\">RAG\u589e\u5f3a\uff1a\u5411\u91cf\u68c0\u7d22+\u77e5\u8bc6\u5e93\u589e\u5f3a<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_28888\" class=\"pvc_stats total_only  \" data-element-id=\"28888\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u5c06\u4eceAI\u6838\u5fc3\u6982\u5ff5\u5165\u624b\uff0c\u7ed3\u5408\u4e00\u4e2a\u5929\u6c14\u9884\u62a5\u52a9\u624b\u7684\u6848\u4f8b\u8fdb\u884c\u8fed\u4ee3\u6f14\u8fdb\uff0c\u8ba9\u8bfb\u8005\u5bf9\u6846\u67b6\u6838\u5fc3\u80fd\u529b\u6709\u6574\u4f53\u8ba4\u8bc6\u3002 \u501f\u52a9Spr [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_28888\" class=\"pvc_stats total_only  \" data-element-id=\"28888\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":28889,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[2099],"class_list":["post-28888","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag-spring-ai-alibaba-"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/28888","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=28888"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/28888\/revisions"}],"predecessor-version":[{"id":28890,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/28888\/revisions\/28890"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/28889"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=28888"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=28888"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=28888"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}