{"id":107777,"date":"2026-09-20T10:32:38","date_gmt":"2026-09-20T02:32:38","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/107777.html"},"modified":"2026-09-20T10:32:38","modified_gmt":"2026-09-20T02:32:38","slug":"spring-ai-%e5%85%a5%e9%97%a8%ef%bc%9a%e6%9e%84%e5%bb%ba%e7%ac%ac%e4%b8%80%e4%b8%aa-java-ai-%e5%ba%94%e7%94%a8","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/107777.html","title":{"rendered":"Spring AI \u5165\u95e8\uff1a\u6784\u5efa\u7b2c\u4e00\u4e2a Java AI \u5e94\u7528"},"content":{"rendered":"<h3>\u6458\u8981<\/h3>\n<p>\u76f4\u63a5\u4f7f\u7528 HTTP \u5ba2\u6237\u7aef\u8c03\u7528\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5feb\u901f\u9a8c\u8bc1\u60f3\u6cd5&#xff0c;\u4f46\u968f\u7740\u9879\u76ee\u8fdb\u5165\u771f\u5b9e\u4e1a\u52a1&#xff0c;\u5f00\u53d1\u8005\u901a\u5e38\u8fd8\u8981\u5904\u7406\u6d88\u606f\u62bd\u8c61\u3001\u6a21\u578b\u5207\u6362\u3001Prompt \u6a21\u677f\u3001\u4e0a\u4e0b\u6587\u3001\u7ed3\u6784\u5316\u8f93\u51fa\u3001\u6d41\u5f0f\u54cd\u5e94\u3001\u5de5\u5177\u8c03\u7528\u548c\u6d4b\u8bd5\u7b49\u95ee\u9898\u3002\u6bcf\u4e2a\u4e1a\u52a1\u6a21\u5757\u90fd\u81ea\u5df1\u5b9e\u73b0\u4e00\u5957\u8c03\u7528\u903b\u8f91&#xff0c;\u4f1a\u8ba9\u4ee3\u7801\u8d8a\u6765\u8d8a\u96be\u4ee5\u7ef4\u62a4\u3002<\/p>\n<p>Spring AI \u4e3a Spring \u5e94\u7528\u63d0\u4f9b\u4e86\u4e00\u5c42\u9762\u5411 AI \u80fd\u529b\u7684\u7edf\u4e00\u62bd\u8c61&#xff0c;\u628a\u6a21\u578b\u8c03\u7528\u3001\u804a\u5929\u5ba2\u6237\u7aef\u3001Embedding\u3001\u5411\u91cf\u5b58\u50a8\u3001\u5de5\u5177\u8c03\u7528\u548c\u4e0a\u4e0b\u6587\u589e\u5f3a\u7b49\u80fd\u529b\u653e\u5165\u719f\u6089\u7684 Spring Boot \u5f00\u53d1\u65b9\u5f0f\u4e2d\u3002\u5b83\u5e76\u4e0d\u4f1a\u66ff\u5f00\u53d1\u8005\u89e3\u51b3\u6240\u6709\u4e1a\u52a1\u95ee\u9898&#xff0c;\u4f46\u53ef\u4ee5\u51cf\u5c11\u4f9b\u5e94\u5546 API \u4e0e\u4e1a\u52a1\u4ee3\u7801\u4e4b\u95f4\u7684\u8026\u5408\u3002<\/p>\n<p>\u672c\u6587\u4ece\u4e00\u4e2a\u6700\u5c0f Spring Boot \u9879\u76ee\u5f00\u59cb&#xff0c;\u4ecb\u7ecd Spring AI \u7684\u57fa\u672c\u6982\u5ff5\u3001\u4f9d\u8d56\u914d\u7f6e\u3001ChatClient\u3001\u540c\u6b65\u8c03\u7528\u3001\u6d41\u5f0f\u8f93\u51fa\u3001Prompt \u6a21\u677f\u3001\u7ed3\u6784\u5316\u7ed3\u679c\u3001Advisor\u3001\u4f1a\u8bdd\u4e0a\u4e0b\u6587\u548c\u6d4b\u8bd5\u3002\u6587\u7ae0\u6700\u540e\u4f1a\u5b9e\u73b0\u4e00\u4e2a\u201c\u6280\u672f\u52a9\u624b\u201d\u63a5\u53e3&#xff0c;\u5e76\u8ba8\u8bba\u5982\u4f55\u628a\u793a\u4f8b\u9010\u6b65\u6f14\u8fdb\u4e3a\u751f\u4ea7\u7ea7 AI \u670d\u52a1\u3002<\/p>\n<p>\u7531\u4e8e Spring AI \u4e0e Spring Boot \u90fd\u5728\u6301\u7eed\u8fed\u4ee3&#xff0c;\u672c\u6587\u91cd\u70b9\u653e\u5728\u7a33\u5b9a\u7684\u8bbe\u8ba1\u601d\u8def\u548c\u6838\u5fc3\u4f7f\u7528\u65b9\u5f0f\u3002\u5b9e\u9645\u9879\u76ee\u5fc5\u987b\u9501\u5b9a\u7248\u672c&#xff0c;\u5e76\u6839\u636e\u6240\u4f7f\u7528\u7684\u7248\u672c\u6838\u5bf9 Starter \u540d\u79f0\u3001\u914d\u7f6e\u524d\u7f00\u548c API \u7b7e\u540d\u3002<\/p>\n<p>\u8bfb\u5b8c\u672c\u6587\u540e&#xff0c;\u4f60\u5e94\u8be5\u80fd\u591f&#xff1a;<\/p>\n<ul>\n<li>\u7406\u89e3 Spring AI \u89e3\u51b3\u7684\u95ee\u9898\u548c\u9002\u7528\u8fb9\u754c&#xff1b;<\/li>\n<li>\u521b\u5efa\u4e00\u4e2a\u80fd\u591f\u8c03\u7528\u804a\u5929\u6a21\u578b\u7684 Spring Boot \u9879\u76ee&#xff1b;<\/li>\n<li>\u4f7f\u7528 ChatClient \u5b8c\u6210\u540c\u6b65\u548c\u6d41\u5f0f\u5bf9\u8bdd&#xff1b;<\/li>\n<li>\u901a\u8fc7 Prompt \u6a21\u677f\u7ba1\u7406\u7cfb\u7edf\u6307\u4ee4\u548c\u52a8\u6001\u53c2\u6570&#xff1b;<\/li>\n<li>\u4f7f\u7528\u7ed3\u6784\u5316\u8f93\u51fa\u5c06\u6a21\u578b\u7ed3\u679c\u6620\u5c04\u4e3a Java \u5bf9\u8c61&#xff1b;<\/li>\n<li>\u7406\u89e3 Advisor \u5728\u4e0a\u4e0b\u6587\u589e\u5f3a\u548c\u8c03\u7528\u94fe\u4e2d\u7684\u4f5c\u7528&#xff1b;<\/li>\n<li>\u4e3a AI \u8c03\u7528\u7f16\u5199\u5355\u5143\u6d4b\u8bd5\u548c\u96c6\u6210\u6d4b\u8bd5&#xff1b;<\/li>\n<li>\u8bc6\u522b\u4ece Demo \u8fdb\u5165\u751f\u4ea7\u73af\u5883\u65f6\u8fd8\u9700\u8981\u8865\u9f50\u7684\u80fd\u529b\u3002<\/li>\n<\/ul>\n<h3>\u4e00\u3001\u80cc\u666f\u4e0e\u95ee\u9898<\/h3>\n<h4>1. \u76f4\u63a5\u8c03\u7528\u6a21\u578b API \u7684\u65b9\u5f0f<\/h4>\n<p>\u6700\u76f4\u63a5\u7684 Java \u63a5\u5165\u65b9\u5f0f\u662f\u6784\u9020 HTTP \u8bf7\u6c42&#xff1a;<\/p>\n<p><span class=\"token class-name\">HttpRequest<\/span> request <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">HttpRequest<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">newBuilder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">uri<\/span><span class=\"token punctuation\">(<\/span><span class=\"token constant\">URI<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">create<\/span><span class=\"token punctuation\">(<\/span>baseUrl <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;\/chat\/completions&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">header<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;Authorization&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;Bearer &#034;<\/span> <span class=\"token operator\">&#043;<\/span> apiKey<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">header<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;Content-Type&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;application\/json&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">POST<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">HttpRequest<span class=\"token punctuation\">.<\/span>BodyPublishers<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">ofString<\/span><span class=\"token punctuation\">(<\/span>body<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\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><\/p>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u9002\u5408&#xff1a;<\/p>\n<ul>\n<li>\u9a8c\u8bc1\u4f9b\u5e94\u5546\u63a5\u53e3&#xff1b;<\/li>\n<li>\u4e86\u89e3\u8bf7\u6c42\u548c\u54cd\u5e94\u683c\u5f0f&#xff1b;<\/li>\n<li>\u7f16\u5199\u975e\u5e38\u5c0f\u7684\u5185\u90e8\u5de5\u5177&#xff1b;<\/li>\n<li>\u4f9b\u5e94\u5546 SDK \u5c1a\u672a\u8986\u76d6\u7684\u7279\u6b8a\u80fd\u529b\u3002<\/li>\n<\/ul>\n<p>\u4f46\u4e1a\u52a1\u4ee3\u7801\u5f88\u5feb\u4f1a\u51fa\u73b0\u5927\u91cf\u91cd\u590d&#xff1a;<\/p>\n<ul>\n<li>\u6bcf\u4e2a\u7c7b\u90fd\u62fc\u63a5\u6d88\u606f\u5217\u8868&#xff1b;<\/li>\n<li>\u6bcf\u4e2a\u63a5\u53e3\u90fd\u5904\u7406\u6a21\u578b\u54cd\u5e94&#xff1b;<\/li>\n<li>\u6bcf\u4e2a\u6a21\u5757\u90fd\u81ea\u5df1\u89e3\u6790 JSON&#xff1b;<\/li>\n<li>\u6bcf\u4e2a\u4f9b\u5e94\u5546\u90fd\u4f7f\u7528\u4e0d\u540c\u7684\u8bf7\u6c42\u5bf9\u8c61&#xff1b;<\/li>\n<li>\u8d85\u65f6\u3001\u91cd\u8bd5\u548c\u65e5\u5fd7\u914d\u7f6e\u6563\u843d\u5728\u5404\u5904\u3002<\/li>\n<\/ul>\n<h4>2. Spring AI \u7684\u5b9a\u4f4d<\/h4>\n<p>Spring AI \u7684\u6838\u5fc3\u5b9a\u4f4d\u662f\u5e94\u7528\u5c42\u62bd\u8c61&#xff0c;\u800c\u4e0d\u662f\u4e00\u4e2a\u201c\u81ea\u52a8\u5b8c\u6210 AI \u4ea7\u54c1\u201d\u7684\u5e73\u53f0\u3002<\/p>\n<p>\u5b83\u4e3b\u8981\u5e2e\u52a9\u5f00\u53d1\u8005\u7edf\u4e00\u4ee5\u4e0b\u80fd\u529b&#xff1a;<\/p>\n<p>\u804a\u5929\u6a21\u578b<br \/>\n  -&gt; ChatModel \/ ChatClient<br \/>\nPrompt<br \/>\n  -&gt; PromptTemplate \/ Prompt<br \/>\nEmbedding<br \/>\n  -&gt; EmbeddingModel<br \/>\n\u5411\u91cf\u5b58\u50a8<br \/>\n  -&gt; VectorStore<br \/>\n\u5de5\u5177\u8c03\u7528<br \/>\n  -&gt; Tool Callback<br \/>\n\u8c03\u7528\u589e\u5f3a<br \/>\n  -&gt; Advisor<\/p>\n<p>\u4e1a\u52a1\u4ee3\u7801\u53ef\u4ee5\u4f9d\u8d56\u8fd9\u4e9b\u62bd\u8c61&#xff0c;\u5177\u4f53\u6a21\u578b\u4f9b\u5e94\u5546\u901a\u8fc7 Starter \u548c\u914d\u7f6e\u63a5\u5165\u3002<\/p>\n<h4>3. \u4e3a\u4ec0\u4e48 Java \u9879\u76ee\u9700\u8981\u7edf\u4e00\u62bd\u8c61<\/h4>\n<p>\u4f01\u4e1a\u9879\u76ee\u7ecf\u5e38\u4f1a\u51fa\u73b0\u8fd9\u4e9b\u53d8\u5316&#xff1a;<\/p>\n<ul>\n<li>\u4f9b\u5e94\u5546\u4ece\u4e91\u6a21\u578b\u5207\u6362\u5230\u517c\u5bb9\u63a5\u53e3&#xff1b;<\/li>\n<li>\u4e0d\u540c\u573a\u666f\u4f7f\u7528\u4e0d\u540c\u6a21\u578b&#xff1b;<\/li>\n<li>\u67d0\u4e2a\u6a21\u578b\u4e34\u65f6\u9650\u6d41&#xff1b;<\/li>\n<li>\u9700\u8981\u589e\u52a0\u672c\u5730\u6a21\u578b&#xff1b;<\/li>\n<li>\u9700\u8981\u7edf\u4e00\u8bb0\u5f55 Token \u548c\u8d39\u7528&#xff1b;<\/li>\n<li>\u9700\u8981\u5728\u6240\u6709\u8bf7\u6c42\u524d\u52a0\u5165\u5b89\u5168\u68c0\u67e5&#xff1b;<\/li>\n<li>\u9700\u8981\u628a\u5386\u53f2\u5bf9\u8bdd\u6ce8\u5165 Prompt&#xff1b;<\/li>\n<li>\u9700\u8981\u4e3a\u8f93\u51fa\u589e\u52a0\u7ed3\u6784\u6821\u9a8c\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u4e1a\u52a1\u76f4\u63a5\u4f9d\u8d56\u67d0\u4e2a\u4f9b\u5e94\u5546\u7684 SDK&#xff0c;\u53d8\u5316\u4f1a\u6cbf\u7740\u8c03\u7528\u94fe\u6269\u6563\u3002\u7edf\u4e00\u62bd\u8c61\u53ef\u4ee5\u628a\u53d8\u5316\u9650\u5236\u5728\u914d\u7f6e\u548c\u9002\u914d\u5c42\u3002<\/p>\n<h4>4. Spring AI \u4e0d\u4f1a\u66ff\u4ee3\u4e1a\u52a1\u67b6\u6784<\/h4>\n<p>\u5f15\u5165 Spring AI \u540e&#xff0c;\u4ecd\u7136\u9700\u8981\u81ea\u5df1\u8bbe\u8ba1&#xff1a;<\/p>\n<ul>\n<li>\u7528\u6237\u548c\u4f1a\u8bdd&#xff1b;<\/li>\n<li>\u6743\u9650&#xff1b;<\/li>\n<li>Prompt \u7248\u672c&#xff1b;<\/li>\n<li>\u4e1a\u52a1\u6821\u9a8c&#xff1b;<\/li>\n<li>\u6570\u636e\u8131\u654f&#xff1b;<\/li>\n<li>\u8d85\u65f6\u548c\u964d\u7ea7&#xff1b;<\/li>\n<li>\u6210\u672c\u63a7\u5236&#xff1b;<\/li>\n<li>\u65e5\u5fd7\u548c\u76d1\u63a7&#xff1b;<\/li>\n<li>\u8bc4\u4f30\u96c6&#xff1b;<\/li>\n<li>\u9ad8\u98ce\u9669\u64cd\u4f5c\u5ba1\u6279\u3002<\/li>\n<\/ul>\n<p>Spring AI \u89e3\u51b3\u7684\u662f\u201c\u5982\u4f55\u5728 Spring \u5e94\u7528\u4e2d\u7ec4\u7ec7 AI \u80fd\u529b\u201d&#xff0c;\u4e0d\u662f\u201c\u5982\u4f55\u81ea\u52a8\u6784\u5efa\u751f\u4ea7\u7ea7 AI \u7cfb\u7edf\u201d\u3002<\/p>\n<h4>5. \u7248\u672c\u53d8\u5316\u9700\u8981\u88ab\u8ba4\u771f\u5bf9\u5f85<\/h4>\n<p>Spring AI \u7684 Starter \u540d\u79f0\u3001\u914d\u7f6e\u5c5e\u6027\u548c API \u53ef\u80fd\u968f\u7248\u672c\u53d8\u5316\u3002\u9879\u76ee\u4e2d\u5e94\u8be5&#xff1a;<\/p>\n<ul>\n<li>\u660e\u786e Spring Boot \u7248\u672c&#xff1b;<\/li>\n<li>\u9501\u5b9a Spring AI BOM \u6216\u4f9d\u8d56\u7248\u672c&#xff1b;<\/li>\n<li>\u4e0d\u6df7\u7528\u4e0d\u540c\u7248\u672c\u7684\u793a\u4f8b&#xff1b;<\/li>\n<li>\u5c06\u6a21\u578b\u914d\u7f6e\u96c6\u4e2d\u7ba1\u7406&#xff1b;<\/li>\n<li>\u5728\u5347\u7ea7\u524d\u8fd0\u884c\u96c6\u6210\u6d4b\u8bd5&#xff1b;<\/li>\n<li>\u8bb0\u5f55\u4f9b\u5e94\u5546\u548c\u6a21\u578b\u80fd\u529b\u5dee\u5f02\u3002<\/li>\n<\/ul>\n<p>\u6587\u7ae0\u4e2d\u7684\u4ee3\u7801\u5c55\u793a\u7684\u662f\u6838\u5fc3\u4f7f\u7528\u65b9\u5f0f\u3002\u6b63\u5f0f\u9879\u76ee\u4e2d&#xff0c;\u5e94\u4ee5\u5f53\u524d\u9501\u5b9a\u7248\u672c\u7684\u5b98\u65b9\u6587\u6863\u548c\u7f16\u8bd1\u7ed3\u679c\u4e3a\u51c6\u3002<\/p>\n<h3>\u4e8c\u3001\u6838\u5fc3\u6982\u5ff5<\/h3>\n<h4>1. ChatModel<\/h4>\n<p>ChatModel \u8868\u793a\u804a\u5929\u6a21\u578b\u80fd\u529b\u3002\u5b83\u8d1f\u8d23\u63a5\u6536\u6d88\u606f\u6216 Prompt&#xff0c;\u5e76\u8fd4\u56de\u6a21\u578b\u54cd\u5e94\u3002<\/p>\n<p>\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u4e3a&#xff1a;<\/p>\n<p>Prompt<br \/>\n  -&gt; ChatModel<br \/>\n  -&gt; ChatResponse<\/p>\n<p>\u4e0d\u540c\u4f9b\u5e94\u5546\u53ef\u4ee5\u63d0\u4f9b\u4e0d\u540c\u7684 ChatModel \u5b9e\u73b0\u3002\u4e1a\u52a1\u4ee3\u7801\u5982\u679c\u53ea\u4f9d\u8d56\u8fd9\u4e2a\u62bd\u8c61&#xff0c;\u5c31\u4e0d\u5fc5\u76f4\u63a5\u5904\u7406\u4f9b\u5e94\u5546\u54cd\u5e94\u7ed3\u6784\u3002<\/p>\n<h4>2. ChatClient<\/h4>\n<p>ChatClient \u662f\u66f4\u9002\u5408\u5e94\u7528\u5f00\u53d1\u7684\u6d41\u5f0f\u8c03\u7528\u63a5\u53e3\u3002\u5b83\u901a\u5e38\u901a\u8fc7 Builder \u521b\u5efa&#xff0c;\u5e76\u63d0\u4f9b\u94fe\u5f0f API&#xff1a;<\/p>\n<p><span class=\"token class-name\">String<\/span> answer <span class=\"token operator\">&#061;<\/span> chatClient<br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u8bf7\u89e3\u91ca\u4ec0\u4e48\u662f\u4f9d\u8d56\u6ce8\u5165&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">content<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>ChatClient \u8d1f\u8d23\u628a\u5e38\u89c1\u7684\u8c03\u7528\u6b65\u9aa4\u7ec4\u7ec7\u8d77\u6765&#xff1a;<\/p>\n<ul>\n<li>\u8bbe\u7f6e\u7cfb\u7edf\u6d88\u606f&#xff1b;<\/li>\n<li>\u8bbe\u7f6e\u7528\u6237\u6d88\u606f&#xff1b;<\/li>\n<li>\u7ed1\u5b9a\u53c2\u6570&#xff1b;<\/li>\n<li>\u6dfb\u52a0 Advisor&#xff1b;<\/li>\n<li>\u8c03\u7528\u6a21\u578b&#xff1b;<\/li>\n<li>\u83b7\u53d6\u6587\u672c\u6216\u5bf9\u8c61&#xff1b;<\/li>\n<li>\u8fdb\u884c\u6d41\u5f0f\u8f93\u51fa\u3002<\/li>\n<\/ul>\n<h4>3. Prompt<\/h4>\n<p>Prompt \u53ef\u4ee5\u5206\u4e3a\u4e09\u90e8\u5206&#xff1a;<\/p>\n<p>\u7cfb\u7edf\u6307\u4ee4<br \/>\n  &#043; \u7528\u6237\u8f93\u5165<br \/>\n  &#043; \u52a8\u6001\u4e0a\u4e0b\u6587<\/p>\n<p>\u7cfb\u7edf\u6307\u4ee4\u5b9a\u4e49\u89d2\u8272\u3001\u8fb9\u754c\u548c\u8f93\u51fa\u8981\u6c42&#xff1a;<\/p>\n<p>\u4f60\u662f\u4e00\u4e2a Java \u540e\u7aef\u6280\u672f\u52a9\u624b\u3002<br \/>\n\u56de\u7b54\u5e94\u4f18\u5148\u7ed9\u51fa\u53ef\u9a8c\u8bc1\u7684\u65b9\u6848\u3002<br \/>\n\u5982\u679c\u4fe1\u606f\u4e0d\u8db3&#xff0c;\u8bf7\u660e\u786e\u8bf4\u660e\u5047\u8bbe\u3002<br \/>\n\u4e0d\u8981\u7f16\u9020\u4e0d\u5b58\u5728\u7684 API\u3002<\/p>\n<p>\u7528\u6237\u8f93\u5165\u662f\u5f53\u524d\u4efb\u52a1&#xff1a;<\/p>\n<p>\u8bf7\u89e3\u91ca Spring \u4e2d\u7684\u4f9d\u8d56\u6ce8\u5165\u3002<\/p>\n<p>\u52a8\u6001\u4e0a\u4e0b\u6587\u53ef\u4ee5\u662f&#xff1a;<\/p>\n<ul>\n<li>\u5386\u53f2\u5bf9\u8bdd&#xff1b;<\/li>\n<li>\u68c0\u7d22\u6587\u6863&#xff1b;<\/li>\n<li>\u7528\u6237\u504f\u597d&#xff1b;<\/li>\n<li>\u4e1a\u52a1\u6570\u636e&#xff1b;<\/li>\n<li>\u5de5\u5177\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<h4>4. PromptTemplate<\/h4>\n<p>\u5f53 Prompt \u4e2d\u5b58\u5728\u52a8\u6001\u53d8\u91cf\u65f6&#xff0c;\u53ef\u4ee5\u4f7f\u7528\u6a21\u677f&#xff1a;<\/p>\n<p>\u4f60\u662f\u4e00\u4e2a{role}\u3002<br \/>\n\u8bf7\u7528{language}\u56de\u7b54\u4e0b\u9762\u7684\u95ee\u9898&#xff1a;<\/p>\n<p>{question}<\/p>\n<p>\u6a21\u677f\u7684\u4ef7\u503c\u5728\u4e8e&#xff1a;<\/p>\n<ul>\n<li>\u63d0\u793a\u8bcd\u4e0e\u4ee3\u7801\u5206\u79bb&#xff1b;<\/li>\n<li>\u53d8\u91cf\u66f4\u6e05\u6670&#xff1b;<\/li>\n<li>\u6613\u4e8e\u590d\u7528&#xff1b;<\/li>\n<li>\u4fbf\u4e8e\u7248\u672c\u7ba1\u7406&#xff1b;<\/li>\n<li>\u4fbf\u4e8e\u6d4b\u8bd5\u4e0d\u540c\u53c2\u6570\u3002<\/li>\n<\/ul>\n<h4>5. ChatResponse<\/h4>\n<p>\u6a21\u578b\u54cd\u5e94\u901a\u5e38\u4e0d\u4ec5\u5305\u542b\u6587\u672c&#xff0c;\u8fd8\u53ef\u80fd\u5305\u542b&#xff1a;<\/p>\n<ul>\n<li>\u5b8c\u6210\u539f\u56e0&#xff1b;<\/li>\n<li>Token \u7528\u91cf&#xff1b;<\/li>\n<li>\u6a21\u578b\u540d\u79f0&#xff1b;<\/li>\n<li>\u5de5\u5177\u8c03\u7528&#xff1b;<\/li>\n<li>\u539f\u59cb\u4f9b\u5e94\u5546\u54cd\u5e94&#xff1b;<\/li>\n<li>\u8bf7\u6c42 ID\u3002<\/li>\n<\/ul>\n<p>\u4e1a\u52a1\u7cfb\u7edf\u5e94\u8be5\u4fdd\u7559\u5fc5\u8981\u7684\u5143\u4fe1\u606f&#xff0c;\u7528\u4e8e&#xff1a;<\/p>\n<ul>\n<li>\u8ba1\u8d39&#xff1b;<\/li>\n<li>\u76d1\u63a7&#xff1b;<\/li>\n<li>\u8c03\u8bd5&#xff1b;<\/li>\n<li>\u6210\u672c\u6838\u7b97&#xff1b;<\/li>\n<li>\u8d28\u91cf\u8bc4\u4f30\u3002<\/li>\n<\/ul>\n<h4>6. Streaming<\/h4>\n<p>\u975e\u6d41\u5f0f\u8c03\u7528\u7b49\u5f85\u6a21\u578b\u751f\u6210\u5b8c\u6574\u7b54\u6848&#xff1a;<\/p>\n<p><span class=\"token class-name\">String<\/span> content <span class=\"token operator\">&#061;<\/span> chatClient<br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5199\u4e00\u6bb5 Java \u793a\u4f8b&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">content<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u6d41\u5f0f\u8c03\u7528\u8fb9\u751f\u6210\u8fb9\u8fd4\u56de&#xff1a;<\/p>\n<p><span class=\"token class-name\">Flux<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> stream <span class=\"token operator\">&#061;<\/span> chatClient<br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5199\u4e00\u7bc7\u8f83\u957f\u7684\u6280\u672f\u8bf4\u660e&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">content<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u6d41\u5f0f\u65b9\u5f0f\u53ef\u4ee5\u964d\u4f4e\u9996\u5b57\u5ef6\u8fdf&#xff0c;\u4f46\u9700\u8981\u5904\u7406&#xff1a;<\/p>\n<ul>\n<li>\u5ba2\u6237\u7aef\u65ad\u5f00&#xff1b;<\/li>\n<li>\u6a21\u578b\u9519\u8bef&#xff1b;<\/li>\n<li>\u7ed3\u675f\u4e8b\u4ef6&#xff1b;<\/li>\n<li>\u5185\u5bb9\u6301\u4e45\u5316&#xff1b;<\/li>\n<li>\u4ee3\u7406\u7f13\u51b2&#xff1b;<\/li>\n<li>\u8fde\u63a5\u8d85\u65f6\u3002<\/li>\n<\/ul>\n<h4>7. Structured Output<\/h4>\n<p>\u5982\u679c\u4e1a\u52a1\u9700\u8981 Java \u5bf9\u8c61&#xff0c;\u53ef\u4ee5\u8ba9\u6a21\u578b\u7ed3\u679c\u6620\u5c04\u5230\u76ee\u6807\u7c7b\u578b&#xff1a;<\/p>\n<p><span class=\"token class-name\">TicketClassification<\/span> result <span class=\"token operator\">&#061;<\/span> chatClient<br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u8bf7\u5206\u7c7b\u8fd9\u4e2a\u5de5\u5355&#xff1a;&#034;<\/span> <span class=\"token operator\">&#043;<\/span> text<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">entity<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">TicketClassification<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">class<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u6a21\u578b\u8f93\u51fa\u4ecd\u7136\u4e0d\u662f\u7edd\u5bf9\u53ef\u4fe1\u7684\u3002\u6620\u5c04\u6210\u529f\u540e&#xff0c;\u8fd8\u9700\u8981\u68c0\u67e5&#xff1a;<\/p>\n<ul>\n<li>\u679a\u4e3e\u503c&#xff1b;<\/li>\n<li>\u5fc5\u586b\u5b57\u6bb5&#xff1b;<\/li>\n<li>\u6570\u503c\u8303\u56f4&#xff1b;<\/li>\n<li>\u4e1a\u52a1\u72b6\u6001&#xff1b;<\/li>\n<li>\u6743\u9650\u548c\u98ce\u9669\u3002<\/li>\n<\/ul>\n<h4>8. Advisor<\/h4>\n<p>Advisor \u53ef\u4ee5\u7406\u89e3\u4e3a\u6a21\u578b\u8c03\u7528\u94fe\u4e2d\u7684\u53ef\u7ec4\u5408\u589e\u5f3a\u7ec4\u4ef6\u3002\u5b83\u53ef\u4ee5\u7528\u4e8e&#xff1a;<\/p>\n<ul>\n<li>\u6ce8\u5165\u5bf9\u8bdd\u5386\u53f2&#xff1b;<\/li>\n<li>\u6dfb\u52a0\u68c0\u7d22\u4e0a\u4e0b\u6587&#xff1b;<\/li>\n<li>\u8bb0\u5f55\u8c03\u7528&#xff1b;<\/li>\n<li>\u505a\u5b89\u5168\u68c0\u67e5&#xff1b;<\/li>\n<li>\u4fee\u6539\u8bf7\u6c42&#xff1b;<\/li>\n<li>\u5904\u7406\u54cd\u5e94&#xff1b;<\/li>\n<li>\u8fde\u63a5\u591a\u4e2a\u8c03\u7528\u6b65\u9aa4\u3002<\/li>\n<\/ul>\n<p>\u8c03\u7528\u94fe\u53ef\u4ee5\u8868\u793a\u4e3a&#xff1a;<\/p>\n<p>\u5e94\u7528\u8bf7\u6c42<br \/>\n  -&gt; Advisor 1&#xff1a;\u4e0a\u4e0b\u6587<br \/>\n  -&gt; Advisor 2&#xff1a;\u68c0\u7d22<br \/>\n  -&gt; Advisor 3&#xff1a;\u65e5\u5fd7<br \/>\n  -&gt; ChatModel<br \/>\n  -&gt; Advisor&#xff1a;\u54cd\u5e94\u5904\u7406<br \/>\n  -&gt; \u5e94\u7528\u7ed3\u679c<\/p>\n<p>Advisor \u9002\u5408\u653e\u901a\u7528\u6a2a\u5207\u903b\u8f91&#xff0c;\u4f46\u6838\u5fc3\u4e1a\u52a1\u89c4\u5219\u4ecd\u5e94\u653e\u5728\u660e\u786e\u7684\u4e1a\u52a1\u670d\u52a1\u4e2d\u3002<\/p>\n<h4>9. EmbeddingModel \u4e0e VectorStore<\/h4>\n<p>EmbeddingModel \u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u5411\u91cf&#xff1a;<\/p>\n<p>\u6587\u6863\u6587\u672c<br \/>\n  -&gt; EmbeddingModel<br \/>\n  -&gt; \u5411\u91cf<\/p>\n<p>VectorStore \u4fdd\u5b58\u5e76\u68c0\u7d22\u5411\u91cf&#xff1a;<\/p>\n<p>\u7528\u6237\u95ee\u9898<br \/>\n  -&gt; \u95ee\u9898\u5411\u91cf<br \/>\n  -&gt; VectorStore \u76f8\u4f3c\u5ea6\u641c\u7d22<br \/>\n  -&gt; \u76f8\u5173\u6587\u6863<\/p>\n<p>\u8fd9\u4e24\u4e2a\u80fd\u529b\u662f\u540e\u7eed\u6784\u5efa RAG \u7684\u57fa\u7840\u3002\u672c\u6587\u5148\u805a\u7126 ChatClient&#xff0c;\u540e\u7eed\u6587\u7ae0\u518d\u6df1\u5165\u77e5\u8bc6\u5e93\u548c\u5411\u91cf\u6570\u636e\u5e93\u3002<\/p>\n<h4>10. Tool Calling<\/h4>\n<p>Tool Calling \u5141\u8bb8\u6a21\u578b\u63d0\u51fa\u7ed3\u6784\u5316\u5de5\u5177\u8c03\u7528\u8bf7\u6c42&#xff0c;\u5e94\u7528\u7a0b\u5e8f\u8d1f\u8d23\u771f\u6b63\u6267\u884c&#xff1a;<\/p>\n<p>\u7528\u6237\u95ee\u9898<br \/>\n  -&gt; \u6a21\u578b\u5224\u65ad\u9700\u8981\u5de5\u5177<br \/>\n  -&gt; \u8fd4\u56de\u5de5\u5177\u540d\u79f0\u548c\u53c2\u6570<br \/>\n  -&gt; Java \u670d\u52a1\u6821\u9a8c\u6743\u9650\u548c\u53c2\u6570<br \/>\n  -&gt; \u6267\u884c\u5de5\u5177<br \/>\n  -&gt; \u628a\u7ed3\u679c\u4ea4\u7ed9\u6a21\u578b<br \/>\n  -&gt; \u751f\u6210\u6700\u7ec8\u56de\u7b54<\/p>\n<p>\u6a21\u578b\u53ea\u80fd\u5efa\u8bae\u8c03\u7528\u5de5\u5177&#xff0c;\u4e0d\u80fd\u7ed5\u8fc7 Java \u670d\u52a1\u76f4\u63a5\u8bbf\u95ee\u6570\u636e\u5e93\u3001\u6587\u4ef6\u7cfb\u7edf\u6216\u4e1a\u52a1\u63a5\u53e3\u3002<\/p>\n<h3>\u4e09\u3001\u5de5\u4f5c\u539f\u7406<\/h3>\n<h4>1. Spring Boot \u81ea\u52a8\u914d\u7f6e<\/h4>\n<p>\u5f15\u5165\u5bf9\u5e94 Starter \u540e&#xff0c;Spring Boot \u53ef\u4ee5\u6839\u636e\u914d\u7f6e\u521b\u5efa\u6a21\u578b\u5ba2\u6237\u7aef\u548c\u76f8\u5173 Bean&#xff1a;<\/p>\n<p>application.yml<br \/>\n  -&gt; Starter<br \/>\n  -&gt; \u6a21\u578b\u8fde\u63a5\u914d\u7f6e<br \/>\n  -&gt; ChatModel Bean<br \/>\n  -&gt; ChatClient.Builder<br \/>\n  -&gt; \u4e1a\u52a1\u670d\u52a1\u6ce8\u5165 ChatClient<\/p>\n<p>\u81ea\u52a8\u914d\u7f6e\u964d\u4f4e\u4e86\u6837\u677f\u4ee3\u7801&#xff0c;\u4f46\u4e5f\u610f\u5473\u7740\u9700\u8981\u7406\u89e3&#xff1a;<\/p>\n<ul>\n<li>\u914d\u7f6e\u662f\u5426\u751f\u6548&#xff1b;<\/li>\n<li>Bean \u662f\u5426\u521b\u5efa&#xff1b;<\/li>\n<li>\u5f53\u524d\u4f7f\u7528\u7684\u662f\u54ea\u4e2a\u6a21\u578b&#xff1b;<\/li>\n<li>\u81ea\u5b9a\u4e49 Bean \u662f\u5426\u8986\u76d6\u9ed8\u8ba4 Bean&#xff1b;<\/li>\n<li>\u591a\u6a21\u578b\u65f6\u5982\u4f55\u533a\u5206\u5ba2\u6237\u7aef\u3002<\/li>\n<\/ul>\n<h4>2. Maven \u4f9d\u8d56<\/h4>\n<p>\u4ee5 Maven \u4e3a\u4f8b&#xff0c;\u9879\u76ee\u901a\u5e38\u9700\u8981\u4f7f\u7528 Spring AI \u7684 BOM \u7ba1\u7406\u7248\u672c&#xff0c;\u5e76\u5f15\u5165\u5bf9\u5e94\u6a21\u578b Starter\u3002<\/p>\n<p>\u793a\u4f8b\u7ed3\u6784&#xff1a;<\/p>\n<p><span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependencyManagement<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n    <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependencies<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n            <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>org.springframework.ai<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n            <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>spring-ai-bom<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n            <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>version<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>${spring-ai.version}<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>version<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n            <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>type<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>pom<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>type<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n            <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>scope<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>import<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>scope<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n    <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependencies<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependencyManagement<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><\/p>\n<p><span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependencies<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n    <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>org.springframework.ai<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>spring-ai-starter-model-openai<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n    <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n    <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>org.springframework.boot<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>spring-boot-starter-web<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n    <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n    <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>org.springframework.boot<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>spring-boot-starter-validation<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n    <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependencies<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><\/p>\n<p>\u5177\u4f53 Artifact \u540d\u79f0\u9700\u8981\u4ee5\u5f53\u524d\u7248\u672c\u6587\u6863\u4e3a\u51c6\u3002\u5347\u7ea7 Spring AI \u65f6&#xff0c;\u4e0d\u8981\u53ea\u4fee\u6539\u4e00\u4e2a\u7248\u672c\u53f7\u540e\u76f4\u63a5\u53d1\u5e03&#xff0c;\u5e94\u8be5\u5148\u8fd0\u884c\u7f16\u8bd1\u3001\u5355\u5143\u6d4b\u8bd5\u548c\u6a21\u578b\u96c6\u6210\u6d4b\u8bd5\u3002<\/p>\n<h4>3. \u57fa\u7840\u914d\u7f6e<\/h4>\n<p>\u5e38\u89c1\u914d\u7f6e\u5f62\u5f0f\u5982\u4e0b&#xff1a;<\/p>\n<p><span class=\"token key atrule\">spring<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">ai<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">openai<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token key atrule\">api-key<\/span><span class=\"token punctuation\">:<\/span> $<span class=\"token punctuation\">{<\/span>OPENAI_API_KEY<span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">}<\/span><br \/>\n      <span class=\"token key atrule\">base-url<\/span><span class=\"token punctuation\">:<\/span> $<span class=\"token punctuation\">{<\/span>OPENAI_BASE_URL<span class=\"token punctuation\">:<\/span>https<span class=\"token punctuation\">:<\/span>\/\/api.example.com<span class=\"token punctuation\">}<\/span><br \/>\n      <span class=\"token key atrule\">chat<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token key atrule\">options<\/span><span class=\"token punctuation\">:<\/span><br \/>\n          <span class=\"token key atrule\">model<\/span><span class=\"token punctuation\">:<\/span> $<span class=\"token punctuation\">{<\/span>OPENAI_MODEL<span class=\"token punctuation\">:<\/span>default<span class=\"token punctuation\">&#8211;<\/span>model<span class=\"token punctuation\">}<\/span><br \/>\n          <span class=\"token key atrule\">temperature<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0.2<\/span><br \/>\n          <span class=\"token key atrule\">max-tokens<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">1024<\/span><\/p>\n<p>\u4e0d\u540c\u7248\u672c\u6216\u4e0d\u540c\u6a21\u578b\u63d0\u4f9b\u5546\u7684\u914d\u7f6e\u524d\u7f00\u53ef\u80fd\u4e0d\u540c\u3002\u914d\u7f6e\u5e94\u8be5\u901a\u8fc7\u73af\u5883\u53d8\u91cf\u6216 Secret \u6ce8\u5165&#xff1a;<\/p>\n<p><span class=\"token variable\">$env<\/span>:OPENAI_API_KEY &#061; <span class=\"token string\">&#034;replace-with-secret&#034;<\/span><\/p>\n<p>\u4e0d\u8981\u628a\u771f\u5b9e Key \u5199\u8fdb application.yml\u3001Dockerfile\u3001\u6d4b\u8bd5\u6837\u4f8b\u6216\u63d0\u4ea4\u8bb0\u5f55\u3002<\/p>\n<h4>4. \u6ce8\u5165 ChatClient.Builder<\/h4>\n<p>\u5728 Spring Boot \u5e94\u7528\u4e2d&#xff0c;\u53ef\u4ee5\u901a\u8fc7 Builder \u521b\u5efa\u5ba2\u6237\u7aef&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;Configuration<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">AiClientConfig<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token annotation punctuation\">&#064;Bean<\/span><br \/>\n    <span class=\"token class-name\">ChatClient<\/span> <span class=\"token function\">chatClient<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ChatClient<span class=\"token punctuation\">.<\/span>Builder<\/span> builder<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> builder<br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">defaultSystem<\/span><span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n                        \u4f60\u662f\u4e00\u4e2a\u4e25\u8c28\u7684 Java \u540e\u7aef\u6280\u672f\u52a9\u624b\u3002<br \/>\n                        \u5982\u679c\u65e0\u6cd5\u786e\u5b9a&#xff0c;\u8bf7\u660e\u786e\u8bf4\u660e\u4e0d\u786e\u5b9a\u6027\u3002<br \/>\n                        &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\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><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u4e5f\u53ef\u4ee5\u4fdd\u7559 Builder&#xff0c;\u5728\u4e0d\u540c\u4e1a\u52a1\u4e2d\u521b\u5efa\u591a\u4e2a\u5177\u6709\u4e0d\u540c\u9ed8\u8ba4\u914d\u7f6e\u7684 ChatClient&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;Bean<\/span><br \/>\n<span class=\"token class-name\">ChatClient<\/span> <span class=\"token function\">supportChatClient<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ChatClient<span class=\"token punctuation\">.<\/span>Builder<\/span> builder<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> builder<br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">defaultSystem<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4f60\u662f\u4f01\u4e1a\u5ba2\u670d\u52a9\u624b\u3002&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\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><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token annotation punctuation\">&#064;Bean<\/span><br \/>\n<span class=\"token class-name\">ChatClient<\/span> <span class=\"token function\">codingChatClient<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ChatClient<span class=\"token punctuation\">.<\/span>Builder<\/span> builder<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> builder<br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">defaultSystem<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4f60\u662f Java \u4ee3\u7801\u5ba1\u67e5\u52a9\u624b\u3002&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\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><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u5f53\u5b58\u5728\u591a\u4e2a\u540c\u7c7b\u578b Bean \u65f6&#xff0c;\u9700\u8981\u4f7f\u7528 &#064;Qualifier \u6216\u660e\u786e\u7684 Bean \u540d\u79f0\u3002<\/p>\n<h4>5. \u540c\u6b65\u8c03\u7528<\/h4>\n<p>\u6700\u5c0f\u8c03\u7528&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;RestController<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;RequestMapping<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/api\/ai&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">AiController<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">ChatClient<\/span> chatClient<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">AiController<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ChatClient<\/span> chatClient<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">this<\/span><span class=\"token punctuation\">.<\/span>chatClient <span class=\"token operator\">&#061;<\/span> chatClient<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token annotation punctuation\">&#064;GetMapping<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/ask&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token function\">ask<\/span><span class=\"token punctuation\">(<\/span><span class=\"token annotation punctuation\">&#064;RequestParam<\/span> <span class=\"token class-name\">String<\/span> question<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> chatClient<br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">content<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u8fd9\u4e2a\u793a\u4f8b\u53ef\u4ee5\u9a8c\u8bc1\u914d\u7f6e\u548c\u8fde\u63a5\u662f\u5426\u6b63\u5e38&#xff0c;\u4f46\u4e0d\u9002\u5408\u76f4\u63a5\u4f5c\u4e3a\u751f\u4ea7\u4ee3\u7801\u3002\u751f\u4ea7\u73af\u5883\u8fd8\u9700\u8981&#xff1a;<\/p>\n<ul>\n<li>\u53c2\u6570\u6821\u9a8c&#xff1b;<\/li>\n<li>\u8ba4\u8bc1&#xff1b;<\/li>\n<li>\u8d85\u65f6&#xff1b;<\/li>\n<li>\u9519\u8bef\u8f6c\u6362&#xff1b;<\/li>\n<li>\u8c03\u7528\u65e5\u5fd7&#xff1b;<\/li>\n<li>\u5185\u5bb9\u5b89\u5168&#xff1b;<\/li>\n<li>\u8f93\u51fa\u957f\u5ea6\u9650\u5236&#xff1b;<\/li>\n<li>\u6210\u672c\u63a7\u5236\u3002<\/li>\n<\/ul>\n<h4>6. \u8bbe\u7f6e\u7cfb\u7edf\u6d88\u606f\u548c\u7528\u6237\u6d88\u606f<\/h4>\n<p><span class=\"token class-name\">String<\/span> answer <span class=\"token operator\">&#061;<\/span> chatClient<br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">system<\/span><span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n                \u4f60\u662f Java \u540e\u7aef\u6280\u672f\u52a9\u624b\u3002<br \/>\n                \u56de\u7b54\u8981\u5305\u542b\u539f\u7406\u3001\u793a\u4f8b\u548c\u9002\u7528\u8fb9\u754c\u3002<br \/>\n                \u4e0d\u8981\u7f16\u9020\u4e0d\u5b58\u5728\u7684\u7c7b\u6216\u65b9\u6cd5\u3002<br \/>\n                &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n                \u8bf7\u89e3\u91ca Spring \u4e2d\u7684\u4f9d\u8d56\u6ce8\u5165&#xff0c;\u5e76\u7ed9\u51fa\u4e00\u4e2a\u7b80\u5355\u793a\u4f8b\u3002<br \/>\n                &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">content<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u5982\u679c\u7cfb\u7edf\u6d88\u606f\u7a33\u5b9a&#xff0c;\u5efa\u8bae\u901a\u8fc7 defaultSystem \u6216 Prompt \u6a21\u677f\u7edf\u4e00\u7ba1\u7406&#xff0c;\u4e0d\u8981\u5728\u4e0d\u540c Controller \u4e2d\u91cd\u590d\u5199\u4e00\u5957\u76f8\u4f3c\u63d0\u793a\u8bcd\u3002<\/p>\n<h4>7. \u4f7f\u7528\u52a8\u6001\u53d8\u91cf<\/h4>\n<p><span class=\"token class-name\">String<\/span> answer <span class=\"token operator\">&#061;<\/span> chatClient<br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">system<\/span><span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n                \u4f60\u662f\u4e00\u4e2a{role}\u3002<br \/>\n                \u4f60\u7684\u56de\u7b54\u98ce\u683c\u662f{style}\u3002<br \/>\n                &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n                \u7528\u6237\u95ee\u9898&#xff1a;{question}<br \/>\n                &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">param<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;Java \u540e\u7aef\u67b6\u6784\u5e08&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">param<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;style&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u7b80\u6d01\u3001\u51c6\u786e\u3001\u5e26\u4ee3\u7801\u793a\u4f8b&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">param<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;question&#034;<\/span><span class=\"token punctuation\">,<\/span> question<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">content<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u52a8\u6001\u53c2\u6570\u6765\u81ea\u7528\u6237\u8f93\u5165\u65f6&#xff0c;\u4ecd\u7136\u9700\u8981\u9650\u5236\u957f\u5ea6\u548c\u505a\u5b89\u5168\u5904\u7406\u3002\u6a21\u677f\u53d8\u91cf\u4e0d\u662f\u6743\u9650\u8fb9\u754c&#xff0c;\u4e5f\u4e0d\u80fd\u8ba9\u7528\u6237\u8986\u76d6\u7cfb\u7edf\u89c4\u5219\u3002<\/p>\n<h4>8. \u7ed1\u5b9a Java \u5bf9\u8c61<\/h4>\n<p>\u5b9a\u4e49\u8f93\u51fa\u5bf9\u8c61&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">record<\/span> <span class=\"token class-name\">CodeReviewResult<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> summary<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> issues<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> suggestions<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> severity<br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u8c03\u7528&#xff1a;<\/p>\n<p><span class=\"token class-name\">CodeReviewResult<\/span> result <span class=\"token operator\">&#061;<\/span> chatClient<br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n                \u8bf7\u5ba1\u67e5\u4e0b\u9762\u7684 Java \u4ee3\u7801&#xff1a;<\/p>\n<p>                {code}<\/p>\n<p>                \u8fd4\u56de\u7ed3\u6784\u5316\u7ed3\u679c\u3002<br \/>\n                &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">param<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token punctuation\">,<\/span> sourceCode<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">entity<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">CodeReviewResult<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">class<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u751f\u4ea7\u73af\u5883\u5e94\u8be5\u5bf9\u7ed3\u679c\u8fdb\u884c\u4e8c\u6b21\u9a8c\u8bc1&#xff1a;<\/p>\n<p><span class=\"token keyword\">private<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">validate<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">CodeReviewResult<\/span> result<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token class-name\">Set<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> allowed <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">Set<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">of<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;LOW&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;MEDIUM&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;HIGH&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token operator\">!<\/span>allowed<span class=\"token punctuation\">.<\/span><span class=\"token function\">contains<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">.<\/span><span class=\"token function\">severity<\/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><br \/>\n        <span class=\"token keyword\">throw<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">InvalidAiOutputException<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u672a\u77e5\u4e25\u91cd\u7ea7\u522b&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h4>9. \u4f7f\u7528 Advisor<\/h4>\n<p>Advisor \u7684 API \u53ef\u80fd\u968f\u7740 Spring AI \u7248\u672c\u53d8\u5316&#xff0c;\u4f7f\u7528\u65f6\u5e94\u4ee5\u5f53\u524d\u7248\u672c\u63a5\u53e3\u4e3a\u51c6\u3002\u6982\u5ff5\u4e0a&#xff0c;\u53ef\u4ee5\u628a\u4e0a\u4e0b\u6587\u589e\u5f3a\u653e\u5165 Advisor&#xff1a;<\/p>\n<p><span class=\"token class-name\">ChatClient<\/span> chatClient <span class=\"token operator\">&#061;<\/span> builder<br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">defaultAdvisors<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">MessageChatMemoryAdvisor<\/span><span class=\"token punctuation\">(<\/span>chatMemory<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\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><\/p>\n<p>\u8c03\u7528\u65f6\u4f20\u9012\u4f1a\u8bdd\u6807\u8bc6&#xff1a;<\/p>\n<p><span class=\"token class-name\">String<\/span> answer <span class=\"token operator\">&#061;<\/span> chatClient<br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u7ee7\u7eed\u89e3\u91ca\u4e0a\u4e00\u4e2a\u95ee\u9898&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">advisors<\/span><span class=\"token punctuation\">(<\/span>spec <span class=\"token operator\">-&gt;<\/span> spec<span class=\"token punctuation\">.<\/span><span class=\"token function\">param<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                <span class=\"token string\">&#034;conversationId&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                conversationId<br \/>\n        <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">content<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>Advisor \u7684\u5173\u952e\u4ef7\u503c\u662f\u628a\u901a\u7528\u4e0a\u4e0b\u6587\u5904\u7406\u4ece\u4e1a\u52a1\u4ee3\u7801\u4e2d\u62bd\u79bb\u3002\u5bf9\u4e8e\u751f\u4ea7\u9879\u76ee&#xff0c;\u8fd8\u5e94\u660e\u786e&#xff1a;<\/p>\n<ul>\n<li>\u54ea\u4e9b\u6d88\u606f\u53ef\u4ee5\u6ce8\u5165&#xff1b;<\/li>\n<li>\u5386\u53f2\u6d88\u606f\u4fdd\u7559\u591a\u5c11&#xff1b;<\/li>\n<li>\u662f\u5426\u9700\u8981\u6458\u8981&#xff1b;<\/li>\n<li>\u662f\u5426\u9700\u8981\u8131\u654f&#xff1b;<\/li>\n<li>\u4e0d\u540c\u7528\u6237\u4e4b\u95f4\u5982\u4f55\u9694\u79bb&#xff1b;<\/li>\n<li>\u4f1a\u8bdd ID \u662f\u5426\u6765\u81ea\u53ef\u4fe1\u8eab\u4efd\u3002<\/li>\n<\/ul>\n<h4>10. \u6d41\u5f0f\u8c03\u7528<\/h4>\n<p>\u8fd4\u56de Flux&lt;String&gt;&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;GetMapping<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        value <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\/stream&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        produces <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">MediaType<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">TEXT_EVENT_STREAM_VALUE<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token class-name\">Flux<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token annotation punctuation\">&#064;RequestParam<\/span> <span class=\"token class-name\">String<\/span> question<br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> chatClient<br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">content<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u66f4\u63a8\u8350\u8fd4\u56de\u7ed3\u6784\u5316\u4e8b\u4ef6&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">record<\/span> <span class=\"token class-name\">ChatEvent<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> type<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> content<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> messageId<br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u63a7\u5236\u5668&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;GetMapping<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        value <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\/stream&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        produces <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">MediaType<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">TEXT_EVENT_STREAM_VALUE<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token class-name\">Flux<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ServerSentEvent<\/span><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ChatEvent<\/span><span class=\"token punctuation\">&gt;<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token annotation punctuation\">&#064;RequestParam<\/span> <span class=\"token class-name\">String<\/span> question<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token annotation punctuation\">&#064;RequestHeader<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;X-Request-ID&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token class-name\">String<\/span> requestId<br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> service<span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">,<\/span> requestId<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">map<\/span><span class=\"token punctuation\">(<\/span>event <span class=\"token operator\">-&gt;<\/span> <span class=\"token class-name\">ServerSentEvent<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span>event<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><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u4e8b\u4ef6\u7c7b\u578b\u53ef\u4ee5\u5305\u62ec&#xff1a;<\/p>\n<p>message.started<br \/>\nmessage.delta<br \/>\nmessage.error<br \/>\nmessage.completed<\/p>\n<h4>11. ChatClient \u4e0e ChatModel \u7684\u9009\u62e9<\/h4>\n<p>ChatClient \u66f4\u9002\u5408\u4e1a\u52a1\u5e94\u7528&#xff1a;<\/p>\n<p>chatClient<span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">content<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u76f4\u63a5\u4f7f\u7528 ChatModel \u66f4\u63a5\u8fd1\u5e95\u5c42&#xff1a;<\/p>\n<p><span class=\"token class-name\">ChatResponse<\/span> response <span class=\"token operator\">&#061;<\/span> chatModel<span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">Prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">List<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">of<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">UserMessage<\/span><span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u53ef\u4ee5\u8fd9\u6837\u9009\u62e9&#xff1a;<\/p>\n<table>\n<tr>\u573a\u666f\u5efa\u8bae<\/tr>\n<tbody>\n<tr>\n<td>\u666e\u901a\u4e1a\u52a1\u804a\u5929<\/td>\n<td>ChatClient<\/td>\n<\/tr>\n<tr>\n<td>Prompt \u548c Advisor \u7f16\u6392<\/td>\n<td>ChatClient<\/td>\n<\/tr>\n<tr>\n<td>\u7edf\u4e00\u5e95\u5c42\u9002\u914d<\/td>\n<td>ChatModel<\/td>\n<\/tr>\n<tr>\n<td>\u81ea\u5b9a\u4e49\u8c03\u7528\u7ba1\u7ebf<\/td>\n<td>ChatModel<\/td>\n<\/tr>\n<tr>\n<td>\u9700\u8981\u8bfb\u53d6\u5b8c\u6574\u5143\u6570\u636e<\/td>\n<td>\u6839\u636e\u7248\u672c\u9009\u62e9 ChatModel \u6216\u54cd\u5e94\u5bf9\u8c61<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e1a\u52a1\u5c42\u4f18\u5148\u4f7f\u7528 ChatClient&#xff0c;\u57fa\u7840\u8bbe\u65bd\u5c42\u53ef\u4ee5\u4f7f\u7528 ChatModel\u3002<\/p>\n<h4>12. \u9519\u8bef\u5904\u7406<\/h4>\n<p>\u6a21\u578b\u8c03\u7528\u53ef\u80fd\u4ea7\u751f&#xff1a;<\/p>\n<ul>\n<li>\u7f51\u7edc\u8fde\u63a5\u5931\u8d25&#xff1b;<\/li>\n<li>\u8ba4\u8bc1\u5931\u8d25&#xff1b;<\/li>\n<li>\u9650\u6d41&#xff1b;<\/li>\n<li>\u8bf7\u6c42\u8d85\u65f6&#xff1b;<\/li>\n<li>\u4e0a\u4e0b\u6587\u8d85\u9650&#xff1b;<\/li>\n<li>\u5185\u5bb9\u5b89\u5168\u62d2\u7edd&#xff1b;<\/li>\n<li>\u54cd\u5e94\u89e3\u6790\u5931\u8d25&#xff1b;<\/li>\n<li>\u4f9b\u5e94\u5546\u670d\u52a1\u5f02\u5e38\u3002<\/li>\n<\/ul>\n<p>\u5e94\u7528\u5c42\u5e94\u8be5\u7edf\u4e00\u8f6c\u6362&#xff1a;<\/p>\n<p><span class=\"token keyword\">try<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> chatClient<br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">content<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span> <span class=\"token keyword\">catch<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Exception<\/span> ex<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    log<span class=\"token punctuation\">.<\/span><span class=\"token function\">error<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;AI request failed&#034;<\/span><span class=\"token punctuation\">,<\/span> ex<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">throw<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">AiServiceUnavailableException<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token string\">&#034;AI \u670d\u52a1\u6682\u65f6\u4e0d\u53ef\u7528&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            ex<br \/>\n    <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u4e0d\u8981\u628a\u4f9b\u5e94\u5546\u7684\u539f\u59cb\u9519\u8bef\u3001API Key\u3001\u8bf7\u6c42\u4f53\u6216\u5185\u90e8\u5806\u6808\u76f4\u63a5\u8fd4\u56de\u7ed9\u7528\u6237\u3002<\/p>\n<h3>\u56db\u3001\u5b9e\u6218\u793a\u4f8b<\/h3>\n<p>\u672c\u8282\u5b9e\u73b0\u4e00\u4e2a\u201cJava \u6280\u672f\u52a9\u624b\u201d\u63a5\u53e3&#xff0c;\u652f\u6301\u666e\u901a\u95ee\u7b54\u3001\u7ed3\u6784\u5316\u4ee3\u7801\u5ba1\u67e5\u548c\u6d41\u5f0f\u56de\u7b54\u3002<\/p>\n<h4>1. \u9879\u76ee\u7ed3\u6784<\/h4>\n<p>spring-ai-demo\/<br \/>\n\u251c\u2500\u2500 src\/main\/java\/com\/example\/ai\/<br \/>\n\u2502   \u251c\u2500\u2500 AiDemoApplication.java<br \/>\n\u2502   \u251c\u2500\u2500 config\/<br \/>\n\u2502   \u2502   \u2514\u2500\u2500 AiClientConfig.java<br \/>\n\u2502   \u251c\u2500\u2500 chat\/<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 ChatController.java<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 ChatService.java<br \/>\n\u2502   \u2502   \u2514\u2500\u2500 ChatRequest.java<br \/>\n\u2502   \u251c\u2500\u2500 review\/<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 CodeReviewController.java<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 CodeReviewService.java<br \/>\n\u2502   \u2502   \u2514\u2500\u2500 CodeReviewResult.java<br \/>\n\u2502   \u2514\u2500\u2500 common\/<br \/>\n\u2502       \u251c\u2500\u2500 AiExceptionHandler.java<br \/>\n\u2502       \u2514\u2500\u2500 RequestIdFilter.java<br \/>\n\u251c\u2500\u2500 src\/main\/resources\/<br \/>\n\u2502   \u2514\u2500\u2500 application.yml<br \/>\n\u2514\u2500\u2500 pom.xml<\/p>\n<h4>2. \u521b\u5efa ChatClient<\/h4>\n<p><span class=\"token annotation punctuation\">&#064;Configuration<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">AiClientConfig<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token annotation punctuation\">&#064;Bean<\/span><br \/>\n    <span class=\"token class-name\">ChatClient<\/span> <span class=\"token function\">technicalChatClient<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token class-name\">ChatClient<span class=\"token punctuation\">.<\/span>Builder<\/span> builder<br \/>\n    <span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> builder<br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">defaultSystem<\/span><span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n                        \u4f60\u662f\u4e00\u4e2a Java \u540e\u7aef\u6280\u672f\u52a9\u624b\u3002<br \/>\n                        \u4f60\u7684\u56de\u7b54\u5e94\u8be5&#xff1a;<br \/>\n                        1. \u5148\u8bf4\u660e\u7ed3\u8bba&#xff1b;<br \/>\n                        2. \u89e3\u91ca\u6838\u5fc3\u539f\u7406&#xff1b;<br \/>\n                        3. \u7ed9\u51fa\u5fc5\u8981\u7684 Java \u793a\u4f8b&#xff1b;<br \/>\n                        4. \u6307\u51fa\u9002\u7528\u8fb9\u754c\u548c\u5e38\u89c1\u95ee\u9898\u3002<\/p>\n<p>                        \u5982\u679c\u95ee\u9898\u4f9d\u8d56\u5177\u4f53\u7248\u672c&#xff0c;\u8bf7\u8bf4\u660e\u9700\u8981\u6838\u5bf9\u7248\u672c\u3002<br \/>\n                        \u4e0d\u8981\u7f16\u9020\u4e0d\u5b58\u5728\u7684 API\u3002<br \/>\n                        &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\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><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h4>3. \u5b9a\u4e49\u8bf7\u6c42\u5bf9\u8c61<\/h4>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">record<\/span> <span class=\"token class-name\">ChatRequest<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token annotation punctuation\">&#064;NotBlank<\/span><br \/>\n        <span class=\"token annotation punctuation\">&#064;Size<\/span><span class=\"token punctuation\">(<\/span>max <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">4000<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> question<br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u8f93\u5165\u9650\u5236\u975e\u5e38\u91cd\u8981\u3002\u7528\u6237\u8f93\u5165\u8fc7\u957f\u4f1a\u589e\u52a0\u6210\u672c\u3001\u5ef6\u8fdf\u548c\u4e0a\u4e0b\u6587\u8d85\u9650\u98ce\u9669\u3002<\/p>\n<h4>4. \u5b9e\u73b0\u804a\u5929\u670d\u52a1<\/h4>\n<p><span class=\"token annotation punctuation\">&#064;Service<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ChatService<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">ChatClient<\/span> chatClient<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">ChatService<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token annotation punctuation\">&#064;Qualifier<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;technicalChatClient&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token class-name\">ChatClient<\/span> chatClient<br \/>\n    <span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">this<\/span><span class=\"token punctuation\">.<\/span>chatClient <span class=\"token operator\">&#061;<\/span> chatClient<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token function\">answer<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> question<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> chatClient<br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">content<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">Flux<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> question<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> chatClient<br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">content<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u670d\u52a1\u5c42\u6682\u65f6\u6bd4\u8f83\u7b80\u5355&#xff0c;\u4f46\u5df2\u7ecf\u628a Controller \u548c AI \u5ba2\u6237\u7aef\u9694\u79bb\u5f00\u3002\u540e\u7eed\u53ef\u4ee5\u5728\u8fd9\u91cc\u52a0\u5165\u4f1a\u8bdd\u3001\u6743\u9650\u3001\u65e5\u5fd7\u548c\u4e0a\u4e0b\u6587\u7b56\u7565\u3002<\/p>\n<h4>5. \u5b9e\u73b0\u666e\u901a\u95ee\u7b54\u63a5\u53e3<\/h4>\n<p><span class=\"token annotation punctuation\">&#064;RestController<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;RequestMapping<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/api\/chat&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ChatController<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">ChatService<\/span> chatService<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">ChatController<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ChatService<\/span> chatService<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">this<\/span><span class=\"token punctuation\">.<\/span>chatService <span class=\"token operator\">&#061;<\/span> chatService<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token annotation punctuation\">&#064;PostMapping<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">Map<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">chat<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token annotation punctuation\">&#064;Valid<\/span> <span class=\"token annotation punctuation\">&#064;RequestBody<\/span> <span class=\"token class-name\">ChatRequest<\/span> request<br \/>\n    <span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> answer <span class=\"token operator\">&#061;<\/span> chatService<span class=\"token punctuation\">.<\/span><span class=\"token function\">answer<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                request<span class=\"token punctuation\">.<\/span><span class=\"token function\">question<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">Map<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">of<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                <span class=\"token string\">&#034;answer&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                answer<br \/>\n        <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u8bf7\u6c42\u793a\u4f8b&#xff1a;<\/p>\n<p>POST \/api\/chat<br \/>\nContent-Type: application\/json<\/p>\n<p>{<br \/>\n  &#034;question&#034;: &#034;Spring \u4e2d\u7684 Bean \u751f\u547d\u5468\u671f\u662f\u4ec0\u4e48&#xff1f;&#034;<br \/>\n}<\/p>\n<p>\u54cd\u5e94&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;answer&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;Spring Bean \u751f\u547d\u5468\u671f\u901a\u5e38\u5305\u62ec\u5b9e\u4f8b\u5316\u3001\u5c5e\u6027\u586b\u5145\u3001\u521d\u59cb\u5316\u548c\u9500\u6bc1\u7b49\u9636\u6bb5&#8230;&#034;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h4>6. \u5b9e\u73b0\u6d41\u5f0f\u63a5\u53e3<\/h4>\n<p><span class=\"token annotation punctuation\">&#064;GetMapping<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        value <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\/stream&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        produces <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">MediaType<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">TEXT_EVENT_STREAM_VALUE<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token class-name\">Flux<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ServerSentEvent<\/span><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ChatEvent<\/span><span class=\"token punctuation\">&gt;<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token annotation punctuation\">&#064;RequestParam<\/span><br \/>\n        <span class=\"token annotation punctuation\">&#064;Size<\/span><span class=\"token punctuation\">(<\/span>max <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">4000<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> question<br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token class-name\">String<\/span> messageId <span class=\"token operator\">&#061;<\/span> <span class=\"token constant\">UUID<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">randomUUID<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">toString<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token class-name\">Flux<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ServerSentEvent<\/span><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ChatEvent<\/span><span class=\"token punctuation\">&gt;<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> started <span class=\"token operator\">&#061;<\/span><br \/>\n            <span class=\"token class-name\">Flux<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">just<\/span><span class=\"token punctuation\">(<\/span><span class=\"token function\">event<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                    <span class=\"token string\">&#034;message.started&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    messageId<br \/>\n            <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token class-name\">Flux<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ServerSentEvent<\/span><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ChatEvent<\/span><span class=\"token punctuation\">&gt;<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> deltas <span class=\"token operator\">&#061;<\/span><br \/>\n            chatService<span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">map<\/span><span class=\"token punctuation\">(<\/span>content <span class=\"token operator\">-&gt;<\/span> <span class=\"token function\">event<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                            <span class=\"token string\">&#034;message.delta&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                            content<span class=\"token punctuation\">,<\/span><br \/>\n                            messageId<br \/>\n                    <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token class-name\">Flux<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ServerSentEvent<\/span><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ChatEvent<\/span><span class=\"token punctuation\">&gt;<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> completed <span class=\"token operator\">&#061;<\/span><br \/>\n            <span class=\"token class-name\">Flux<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">just<\/span><span class=\"token punctuation\">(<\/span><span class=\"token function\">event<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                    <span class=\"token string\">&#034;message.completed&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    messageId<br \/>\n            <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">Flux<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">concat<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            started<span class=\"token punctuation\">,<\/span><br \/>\n            deltas<span class=\"token punctuation\">,<\/span><br \/>\n            completed<br \/>\n    <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token keyword\">private<\/span> <span class=\"token class-name\">ServerSentEvent<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ChatEvent<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">event<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> type<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> content<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> messageId<br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">ServerSentEvent<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">ChatEvent<\/span><span class=\"token punctuation\">(<\/span>type<span class=\"token punctuation\">,<\/span> content<span class=\"token punctuation\">,<\/span> messageId<span class=\"token punctuation\">)<\/span><br \/>\n    <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><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u751f\u4ea7\u4ee3\u7801\u8fd8\u9700\u8981\u4f7f\u7528 doOnCancel\u3001doOnError \u548c doFinally \u8bb0\u5f55\u53d6\u6d88\u3001\u5f02\u5e38\u548c\u6e05\u7406\u884c\u4e3a\u3002<\/p>\n<h4>7. \u5b9e\u73b0\u7ed3\u6784\u5316\u4ee3\u7801\u5ba1\u67e5<\/h4>\n<p>\u8f93\u51fa\u5bf9\u8c61&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">record<\/span> <span class=\"token class-name\">CodeReviewResult<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> summary<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">Issue<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> issues<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> suggestions<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> severity<br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">record<\/span> <span class=\"token class-name\">Issue<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> line<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> problem<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> suggestion<br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u670d\u52a1&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;Service<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">CodeReviewService<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">ChatClient<\/span> chatClient<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">CodeReviewService<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ChatClient<\/span> chatClient<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">this<\/span><span class=\"token punctuation\">.<\/span>chatClient <span class=\"token operator\">&#061;<\/span> chatClient<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">CodeReviewResult<\/span> <span class=\"token function\">review<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> sourceCode<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token class-name\">CodeReviewResult<\/span> result <span class=\"token operator\">&#061;<\/span> chatClient<br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">system<\/span><span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n                        \u4f60\u662f Java \u4ee3\u7801\u5ba1\u67e5\u52a9\u624b\u3002<br \/>\n                        \u53ea\u6307\u51fa\u80fd\u591f\u4ece\u4ee3\u7801\u672c\u8eab\u9a8c\u8bc1\u7684\u95ee\u9898\u3002<br \/>\n                        \u5982\u679c\u6ca1\u6709\u660e\u663e\u95ee\u9898&#xff0c;issues \u8fd4\u56de\u7a7a\u6570\u7ec4\u3002<br \/>\n                        severity \u53ea\u80fd\u662f LOW\u3001MEDIUM\u3001HIGH\u3002<br \/>\n                        &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n                        \u8bf7\u5ba1\u67e5\u4ee5\u4e0b\u4ee3\u7801&#xff0c;\u5e76\u8fd4\u56de\u7ed3\u6784\u5316\u7ed3\u679c&#xff1a;<\/p>\n<p>                        {code}<br \/>\n                        &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">param<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token punctuation\">,<\/span> sourceCode<span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">entity<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">CodeReviewResult<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">class<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token function\">validate<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> result<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">validate<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">CodeReviewResult<\/span> result<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token class-name\">Set<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> levels <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">Set<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">of<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                <span class=\"token string\">&#034;LOW&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;MEDIUM&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;HIGH&#034;<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token operator\">!<\/span>levels<span class=\"token punctuation\">.<\/span><span class=\"token function\">contains<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">.<\/span><span class=\"token function\">severity<\/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><br \/>\n            <span class=\"token keyword\">throw<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">InvalidAiOutputException<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                    <span class=\"token string\">&#034;\u672a\u77e5\u7684\u4e25\u91cd\u7ea7\u522b&#034;<\/span><br \/>\n            <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h4>8. \u5b9e\u73b0\u5ba1\u67e5\u63a5\u53e3<\/h4>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">record<\/span> <span class=\"token class-name\">CodeReviewRequest<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token annotation punctuation\">&#064;NotBlank<\/span><br \/>\n        <span class=\"token annotation punctuation\">&#064;Size<\/span><span class=\"token punctuation\">(<\/span>max <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">30000<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> sourceCode<br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token annotation punctuation\">&#064;RestController<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;RequestMapping<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/api\/code-review&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">CodeReviewController<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">CodeReviewService<\/span> service<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token annotation punctuation\">&#064;PostMapping<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">CodeReviewResult<\/span> <span class=\"token function\">review<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token annotation punctuation\">&#064;Valid<\/span> <span class=\"token annotation punctuation\">&#064;RequestBody<\/span> <span class=\"token class-name\">CodeReviewRequest<\/span> request<br \/>\n    <span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> service<span class=\"token punctuation\">.<\/span><span class=\"token function\">review<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">.<\/span><span class=\"token function\">sourceCode<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u8fd9\u4e2a\u63a5\u53e3\u7684\u5173\u952e\u4e0d\u662f\u201c\u6a21\u578b\u4e00\u5b9a\u5ba1\u67e5\u6b63\u786e\u201d&#xff0c;\u800c\u662f\u8ba9\u7ed3\u679c\u5177\u5907&#xff1a;<\/p>\n<ul>\n<li>\u660e\u786e\u7ed3\u6784&#xff1b;<\/li>\n<li>\u53ef\u6821\u9a8c\u5b57\u6bb5&#xff1b;<\/li>\n<li>\u53ef\u8bb0\u5f55\u7248\u672c&#xff1b;<\/li>\n<li>\u53ef\u4ee5\u63a5\u5165\u4eba\u5de5\u590d\u6838&#xff1b;<\/li>\n<li>\u53ef\u4ee5\u5efa\u7acb\u8bc4\u4f30\u6837\u672c\u3002<\/li>\n<\/ul>\n<h4>9. \u589e\u52a0\u4f1a\u8bdd\u4e0a\u4e0b\u6587<\/h4>\n<p>\u5b9a\u4e49\u4f1a\u8bdd\u6d88\u606f&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">record<\/span> <span class=\"token class-name\">ConversationMessage<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> role<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> content<br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u670d\u52a1\u4e2d\u7ec4\u88c5\u6d88\u606f&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token function\">answer<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> question<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ConversationMessage<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> history<br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token class-name\">PromptUserSpec<\/span> userSpec <span class=\"token operator\">&#061;<\/span> promptSpec <span class=\"token operator\">-&gt;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        promptSpec<span class=\"token punctuation\">.<\/span><span class=\"token function\">text<\/span><span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        promptSpec<span class=\"token punctuation\">.<\/span><span class=\"token function\">messages<\/span><span class=\"token punctuation\">(<\/span>history<span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">map<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">this<\/span><span class=\"token operator\">::<\/span><span class=\"token function\">toMessage<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">toList<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> chatClient<br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">messages<\/span><span class=\"token punctuation\">(<\/span>history<span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">map<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">this<\/span><span class=\"token operator\">::<\/span><span class=\"token function\">toMessage<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">toList<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">content<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u5177\u4f53 Builder \u65b9\u6cd5\u53ef\u80fd\u968f\u7248\u672c\u53d8\u5316&#xff0c;\u5b9e\u9645\u4f7f\u7528\u65f6\u5e94\u4ee5\u5f53\u524d\u7248\u672c\u7f16\u8bd1\u7ed3\u679c\u4e3a\u51c6\u3002\u66f4\u91cd\u8981\u7684\u8bbe\u8ba1\u539f\u5219\u662f&#xff1a;\u5386\u53f2\u6d88\u606f\u5fc5\u987b\u7531\u540e\u7aef\u52a0\u8f7d\u3001\u88c1\u526a\u548c\u6388\u6743&#xff0c;\u4e0d\u80fd\u7531\u5ba2\u6237\u7aef\u76f4\u63a5\u63d0\u4ea4\u4efb\u610f\u7cfb\u7edf\u6d88\u606f\u3002<\/p>\n<h4>10. \u589e\u52a0 Advisor<\/h4>\n<p>\u5c06\u901a\u7528\u65e5\u5fd7\u6216\u4e0a\u4e0b\u6587\u5904\u7406\u653e\u5165 Advisor&#xff0c;\u53ef\u4ee5\u907f\u514d\u6bcf\u4e2a\u4e1a\u52a1\u65b9\u6cd5\u91cd\u590d\u5904\u7406&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;Bean<\/span><br \/>\n<span class=\"token class-name\">ChatClient<\/span> <span class=\"token function\">technicalChatClient<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token class-name\">ChatClient<span class=\"token punctuation\">.<\/span>Builder<\/span> builder<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token class-name\">ChatObservationAdvisor<\/span> observationAdvisor<br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> builder<br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">defaultAdvisors<\/span><span class=\"token punctuation\">(<\/span>observationAdvisor<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">defaultSystem<\/span><span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n                    \u4f60\u662f Java \u540e\u7aef\u6280\u672f\u52a9\u624b\u3002<br \/>\n                    &#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\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><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u5982\u679c\u4f7f\u7528\u5bf9\u8bdd\u8bb0\u5fc6 Advisor&#xff0c;\u9700\u8981\u5728\u8c03\u7528\u65f6\u4f20\u9012\u9694\u79bb\u6807\u8bc6&#xff1a;<\/p>\n<p><span class=\"token class-name\">String<\/span> answer <span class=\"token operator\">&#061;<\/span> chatClient<br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">prompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">advisors<\/span><span class=\"token punctuation\">(<\/span>advisorSpec <span class=\"token operator\">-&gt;<\/span> advisorSpec<br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">param<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;conversationId&#034;<\/span><span class=\"token punctuation\">,<\/span> conversationId<span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">param<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;userId&#034;<\/span><span class=\"token punctuation\">,<\/span> userId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token function\">content<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u5173\u952e\u662f\u4fdd\u8bc1&#xff1a;<\/p>\n<ul>\n<li>conversationId \u4e0d\u80fd\u8de8\u7528\u6237\u8bbf\u95ee&#xff1b;<\/li>\n<li>\u5386\u53f2\u6d88\u606f\u6709\u6700\u5927\u957f\u5ea6&#xff1b;<\/li>\n<li>\u8bb0\u5fc6\u5185\u5bb9\u7ecf\u8fc7\u8131\u654f&#xff1b;<\/li>\n<li>\u5931\u8d25\u65f6\u4e0d\u4f1a\u628a\u5386\u53f2\u4e0a\u4e0b\u6587\u6cc4\u9732\u7ed9\u5176\u4ed6\u4f1a\u8bdd\u3002<\/li>\n<\/ul>\n<h4>11. \u7edf\u4e00\u5f02\u5e38\u5904\u7406<\/h4>\n<p><span class=\"token annotation punctuation\">&#064;RestControllerAdvice<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">AiExceptionHandler<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token annotation punctuation\">&#064;ExceptionHandler<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">InvalidAiOutputException<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">class<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token class-name\">ResponseEntity<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ApiError<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">handleOutput<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token class-name\">InvalidAiOutputException<\/span> ex<br \/>\n    <span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">ResponseEntity<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">unprocessableEntity<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">body<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">new<\/span> <span class=\"token class-name\">ApiError<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                        <span class=\"token string\">&#034;AI_OUTPUT_INVALID&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                        <span class=\"token string\">&#034;\u6a21\u578b\u8f93\u51fa\u65e0\u6cd5\u901a\u8fc7\u6821\u9a8c&#034;<\/span><br \/>\n                <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token annotation punctuation\">&#064;ExceptionHandler<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">AiServiceUnavailableException<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">class<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token class-name\">ResponseEntity<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ApiError<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">handleUnavailable<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token class-name\">AiServiceUnavailableException<\/span> ex<br \/>\n    <span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">ResponseEntity<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">status<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">HttpStatus<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">SERVICE_UNAVAILABLE<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">body<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">new<\/span> <span class=\"token class-name\">ApiError<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                        <span class=\"token string\">&#034;AI_SERVICE_UNAVAILABLE&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                        <span class=\"token string\">&#034;AI \u670d\u52a1\u6682\u65f6\u4e0d\u53ef\u7528&#034;<\/span><br \/>\n                <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u4e0d\u8981\u628a\u4f9b\u5e94\u5546\u5f02\u5e38\u539f\u6587\u76f4\u63a5\u8fd4\u56de\u7ed9\u524d\u7aef\u3002\u5185\u90e8\u65e5\u5fd7\u9700\u8981\u4fdd\u7559\u5b8c\u6574\u5f02\u5e38\u3001\u8bf7\u6c42 ID \u548c Trace ID\u3002<\/p>\n<h4>12. \u7f16\u5199\u5355\u5143\u6d4b\u8bd5<\/h4>\n<p>\u4e1a\u52a1\u670d\u52a1\u5e94\u8be5 Mock ChatClient \u6216\u66f4\u4f4e\u5c42\u7684\u6a21\u578b\u63a5\u53e3&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;ExtendWith<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">MockitoExtension<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">class<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ChatServiceTest<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token annotation punctuation\">&#064;Mock<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">ChatClient<\/span> chatClient<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token annotation punctuation\">&#064;Test<\/span><br \/>\n    <span class=\"token keyword\">void<\/span> <span class=\"token function\">shouldReturnAnswer<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token class-name\">ChatService<\/span> service <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">ChatService<\/span><span class=\"token punctuation\">(<\/span>chatClient<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u5b9e\u9645\u9879\u76ee\u4e2d\u53ef\u5bf9 ChatClient fluent API<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u4f7f\u7528\u6d4b\u8bd5\u9002\u914d\u5668&#xff0c;\u6216\u5728\u66f4\u4f4e\u5c42 Mock ChatModel\u3002<\/span><br \/>\n        <span class=\"token function\">assertThat<\/span><span class=\"token punctuation\">(<\/span>service<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">isNotNull<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u5982\u679c\u76f4\u63a5 Mock \u94fe\u5f0f API \u8fc7\u4e8e\u590d\u6742&#xff0c;\u53ef\u4ee5\u5728\u4e1a\u52a1\u5c42\u4f9d\u8d56\u81ea\u5b9a\u4e49\u63a5\u53e3&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">interface<\/span> <span class=\"token class-name\">AiTextGenerator<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token class-name\">String<\/span> <span class=\"token function\">generate<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> system<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">String<\/span> user<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token class-name\">Flux<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> system<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">String<\/span> user<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u751f\u4ea7\u5b9e\u73b0\u4f7f\u7528 ChatClient&#xff0c;\u6d4b\u8bd5\u4f7f\u7528 Fake \u5b9e\u73b0&#xff1a;<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">FakeAiTextGenerator<\/span> <span class=\"token keyword\">implements<\/span> <span class=\"token class-name\">AiTextGenerator<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token annotation punctuation\">&#064;Override<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token function\">generate<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> system<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">String<\/span> user<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;fake answer&#034;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token annotation punctuation\">&#064;Override<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">Flux<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> system<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">String<\/span> user<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">Flux<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">just<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;fake&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034; answer&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u80fd\u907f\u514d\u4e1a\u52a1\u6d4b\u8bd5\u8fc7\u5ea6\u4f9d\u8d56\u67d0\u4e2a\u6d41\u5f0f Builder \u7ec6\u8282\u3002<\/p>\n<h4>13. \u4f7f\u7528 Mock Server \u505a\u96c6\u6210\u6d4b\u8bd5<\/h4>\n<p>\u6a21\u578b\u5ba2\u6237\u7aef\u96c6\u6210\u6d4b\u8bd5\u5e94\u8be5\u9a8c\u8bc1&#xff1a;<\/p>\n<ul>\n<li>\u8bf7\u6c42 URL&#xff1b;<\/li>\n<li>Authorization Header&#xff1b;<\/li>\n<li>\u8bf7\u6c42\u6d88\u606f&#xff1b;<\/li>\n<li>\u6a21\u578b\u53c2\u6570&#xff1b;<\/li>\n<li>\u54cd\u5e94\u6620\u5c04&#xff1b;<\/li>\n<li>\u6d41\u5f0f\u4e8b\u4ef6&#xff1b;<\/li>\n<li>\u8d85\u65f6\u548c\u9519\u8bef\u3002<\/li>\n<\/ul>\n<p>\u53ef\u4ee5\u4f7f\u7528 WireMock \u6216 MockWebServer \u8fd4\u56de\u56fa\u5b9a\u54cd\u5e94&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;test-request-1&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;choices&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><br \/>\n      <span class=\"token string-property property\">&#034;message&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string-property property\">&#034;role&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;assistant&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-property property\">&#034;content&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u6d4b\u8bd5\u56de\u7b54&#034;<\/span><br \/>\n      <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;finish_reason&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;stop&#034;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n  <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;usage&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string-property property\">&#034;prompt_tokens&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">20<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string-property property\">&#034;completion_tokens&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">10<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string-property property\">&#034;total_tokens&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">30<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u96c6\u6210\u6d4b\u8bd5\u4e0d\u5e94\u9ed8\u8ba4\u8c03\u7528\u771f\u5b9e\u4f9b\u5e94\u5546&#xff0c;\u56e0\u4e3a\u771f\u5b9e\u8c03\u7528\u4f1a\u5e26\u6765\u6210\u672c\u3001\u5ef6\u8fdf\u548c\u7ed3\u679c\u4e0d\u7a33\u5b9a\u95ee\u9898\u3002<\/p>\n<h3>\u4e94\u3001\u5e38\u89c1\u95ee\u9898\u4e0e\u5b9e\u8df5\u5efa\u8bae<\/h3>\n<h4>1. Starter \u5f15\u5165\u540e Bean \u6ca1\u6709\u521b\u5efa<\/h4>\n<p>\u6392\u67e5\u987a\u5e8f&#xff1a;<\/p>\n<li>Spring Boot \u4e0e Spring AI \u7248\u672c\u662f\u5426\u517c\u5bb9&#xff1b;<\/li>\n<li>Starter Artifact \u662f\u5426\u6b63\u786e&#xff1b;<\/li>\n<li>API Key \u662f\u5426\u901a\u8fc7\u6b63\u786e\u914d\u7f6e\u524d\u7f00\u6ce8\u5165&#xff1b;<\/li>\n<li>\u5f53\u524d Profile \u662f\u5426\u751f\u6548&#xff1b;<\/li>\n<li>\u662f\u5426\u5b58\u5728\u6761\u4ef6\u81ea\u52a8\u914d\u7f6e\u672a\u6ee1\u8db3&#xff1b;<\/li>\n<li>\u662f\u5426\u88ab\u81ea\u5b9a\u4e49 Bean \u8986\u76d6&#xff1b;<\/li>\n<li>\u542f\u52a8\u65e5\u5fd7\u662f\u5426\u6709\u914d\u7f6e\u7ed1\u5b9a\u9519\u8bef\u3002<\/li>\n<p>\u4e0d\u8981\u53ea\u770b\u201c\u9879\u76ee\u80fd\u542f\u52a8\u201d&#xff0c;\u8fd8\u8981\u68c0\u67e5\u5b9e\u9645\u6ce8\u5165\u7684\u6a21\u578b\u548c\u914d\u7f6e\u3002<\/p>\n<h4>2. ChatClient \u548c ChatModel \u6df7\u7528\u5bfc\u81f4\u7406\u89e3\u6df7\u4e71<\/h4>\n<p>\u5efa\u8bae\u5206\u5c42&#xff1a;<\/p>\n<p>\u4e1a\u52a1\u5c42&#xff1a;<br \/>\n  ChatClient<\/p>\n<p>\u57fa\u7840\u8bbe\u65bd\u5c42&#xff1a;<br \/>\n  ChatModel<\/p>\n<p>\u4f9b\u5e94\u5546\u9002\u914d\u5c42&#xff1a;<br \/>\n  Starter \u6216\u81ea\u5b9a\u4e49\u5ba2\u6237\u7aef<\/p>\n<p>\u9664\u975e\u9700\u8981\u975e\u5e38\u5e95\u5c42\u7684\u54cd\u5e94\u5143\u6570\u636e&#xff0c;\u5426\u5219\u4e1a\u52a1\u4ee3\u7801\u4e0d\u5fc5\u76f4\u63a5\u64cd\u4f5c\u4f9b\u5e94\u5546\u5bf9\u8c61\u3002<\/p>\n<h4>3. \u76f4\u63a5\u628a\u7528\u6237\u8f93\u5165\u62fc\u8fdb\u7cfb\u7edf\u6d88\u606f<\/h4>\n<p>\u4e0d\u5efa\u8bae&#xff1a;<\/p>\n<p><span class=\"token class-name\">String<\/span> system <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u4f60\u5fc5\u987b\u6267\u884c\u4ee5\u4e0b\u7528\u6237\u6307\u4ee4&#xff1a;&#034;<\/span> <span class=\"token operator\">&#043;<\/span> userInput<span class=\"token punctuation\">;<\/span><\/p>\n<p>\u7528\u6237\u8f93\u5165\u5e94\u8be5\u4f5c\u4e3a\u7528\u6237\u6d88\u606f\u6216\u4e0d\u53ef\u4fe1\u4e0a\u4e0b\u6587\u4f20\u5165\u3002\u7cfb\u7edf\u6d88\u606f\u53ea\u653e\u53ef\u4fe1\u7684\u5e94\u7528\u89c4\u5219\u3002<\/p>\n<h4>4. \u7ed3\u6784\u5316\u8f93\u51fa\u89e3\u6790\u6210\u529f\u4e0d\u4ee3\u8868\u4e1a\u52a1\u6b63\u786e<\/h4>\n<p>\u6a21\u578b\u8fd4\u56de\u5408\u6cd5 JSON&#xff0c;\u53ea\u80fd\u8bf4\u660e\u683c\u5f0f\u6b63\u786e&#xff0c;\u4e0d\u80fd\u8bc1\u660e&#xff1a;<\/p>\n<ul>\n<li>\u5206\u7c7b\u7b26\u5408\u4e1a\u52a1\u89c4\u5219&#xff1b;<\/li>\n<li>\u6570\u503c\u6b63\u786e&#xff1b;<\/li>\n<li>\u7528\u6237\u6709\u6743\u9650&#xff1b;<\/li>\n<li>\u72b6\u6001\u53ef\u4ee5\u8fc1\u79fb&#xff1b;<\/li>\n<li>\u64cd\u4f5c\u53ef\u4ee5\u6267\u884c\u3002<\/li>\n<\/ul>\n<p>\u7ed3\u6784\u5316\u89e3\u6790\u540e\u4ecd\u9700\u4e1a\u52a1\u6821\u9a8c\u3002<\/p>\n<h4>5. \u6d41\u5f0f\u63a5\u53e3\u51fa\u73b0\u5185\u5bb9\u91cd\u590d<\/h4>\n<p>\u5e38\u89c1\u539f\u56e0&#xff1a;<\/p>\n<ul>\n<li>\u670d\u52a1\u7aef\u91cd\u590d\u62fc\u63a5\u7247\u6bb5&#xff1b;<\/li>\n<li>\u5ba2\u6237\u7aef\u91cd\u8fde\u540e\u672a\u53bb\u91cd&#xff1b;<\/li>\n<li>\u4ee3\u7406\u91cd\u8bd5\u5bfc\u81f4\u4e8b\u4ef6\u91cd\u590d&#xff1b;<\/li>\n<li>\u540c\u4e00\u4e2a\u8ba2\u9605\u88ab\u6d88\u8d39\u591a\u6b21&#xff1b;<\/li>\n<li>\u5b8c\u6210\u4e8b\u4ef6\u88ab\u5f53\u6210\u666e\u901a\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<p>\u5efa\u8bae\u7ed9\u6bcf\u4e2a\u4e8b\u4ef6\u589e\u52a0&#xff1a;<\/p>\n<ul>\n<li>messageId&#xff1b;<\/li>\n<li>\u5e8f\u53f7&#xff1b;<\/li>\n<li>\u4e8b\u4ef6\u7c7b\u578b&#xff1b;<\/li>\n<li>Trace ID\u3002<\/li>\n<\/ul>\n<p>\u5ba2\u6237\u7aef\u6839\u636e\u6d88\u606f ID \u548c\u5e8f\u53f7\u5904\u7406\u91cd\u590d\u4e8b\u4ef6\u3002<\/p>\n<h4>6. \u6d41\u5f0f\u8f93\u51fa\u7ed3\u675f\u540e\u6ca1\u6709\u4fdd\u5b58\u5b8c\u6574\u6d88\u606f<\/h4>\n<p>\u6d41\u5f0f\u5185\u5bb9\u5e94\u8be5\u540c\u65f6\u9762\u5411\u4e24\u4e2a\u76ee\u6807&#xff1a;<\/p>\n<p>\u5b9e\u65f6\u76ee\u6807&#xff1a;<br \/>\n  \u7247\u6bb5\u53d1\u9001\u7ed9\u5ba2\u6237\u7aef<\/p>\n<p>\u6301\u4e45\u5316\u76ee\u6807&#xff1a;<br \/>\n  \u5b8c\u6574\u52a9\u624b\u6d88\u606f\u4fdd\u5b58\u5230\u6570\u636e\u5e93<\/p>\n<p>\u5efa\u8bae\u5728\u6d41\u7ed3\u675f\u65f6\u4fdd\u5b58\u805a\u5408\u5185\u5bb9&#xff1b;\u5982\u679c\u5185\u5bb9\u5f88\u957f&#xff0c;\u53ef\u4ee5\u6309\u7247\u6bb5\u6279\u91cf\u4fdd\u5b58&#xff0c;\u4f46\u8981\u4fdd\u8bc1\u6700\u7ec8\u72b6\u6001\u660e\u786e\u3002<\/p>\n<h4>7. \u8ba9\u6a21\u578b\u81ea\u5df1\u62fc\u63a5 SQL \u6216 URL<\/h4>\n<p>\u4e0d\u8981\u628a\u6570\u636e\u5e93\u8fde\u63a5\u3001\u4efb\u610f SQL \u6216\u4efb\u610f HTTP \u8bf7\u6c42\u66b4\u9732\u7ed9\u6a21\u578b\u3002\u5e94\u8be5\u63d0\u4f9b\u53d7\u63a7\u5de5\u5177&#xff1a;<\/p>\n<p>read_order_summary(order_id)<br \/>\nsearch_public_documents(query)<br \/>\ncreate_support_ticket(summary)<\/p>\n<p>\u6bcf\u4e2a\u5de5\u5177\u90fd\u9700\u8981\u6743\u9650\u3001\u53c2\u6570\u548c\u8d44\u6e90\u8303\u56f4\u6821\u9a8c\u3002<\/p>\n<h4>8. \u8fc7\u5ea6\u4f9d\u8d56 Advisor<\/h4>\n<p>Advisor \u9002\u5408\u6a2a\u5207\u80fd\u529b&#xff0c;\u4f46\u4e0d\u9002\u5408\u9690\u85cf\u5173\u952e\u4e1a\u52a1\u6d41\u7a0b\u3002<\/p>\n<p>\u4f8b\u5982\u4ee5\u4e0b\u903b\u8f91\u4e0d\u5e94\u5168\u90e8\u85cf\u8fdb Advisor&#xff1a;<\/p>\n<ul>\n<li>\u662f\u5426\u5141\u8bb8\u9000\u6b3e&#xff1b;<\/li>\n<li>\u662f\u5426\u9700\u8981\u4eba\u5de5\u5ba1\u6279&#xff1b;<\/li>\n<li>\u662f\u5426\u53ef\u4ee5\u8bfb\u53d6\u67d0\u5f20\u4e1a\u52a1\u8868&#xff1b;<\/li>\n<li>\u662f\u5426\u5b8c\u6210\u8ba2\u5355\u72b6\u6001\u8fc1\u79fb\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u89c4\u5219\u5e94\u8be5\u5728\u660e\u786e\u7684\u4e1a\u52a1\u670d\u52a1\u6216\u5de5\u5177\u7f51\u5173\u4e2d\u53ef\u89c1\u3001\u53ef\u6d4b\u8bd5\u3002<\/p>\n<h4>9. \u6d4b\u8bd5\u91cc\u8c03\u7528\u771f\u5b9e\u6a21\u578b<\/h4>\n<p>\u771f\u5b9e\u6a21\u578b\u6d4b\u8bd5\u9002\u5408\u5c11\u91cf\u9a8c\u6536\u6216\u8bc4\u4f30&#xff0c;\u4e0d\u9002\u5408\u6bcf\u6b21\u5355\u5143\u6d4b\u8bd5\u3002<\/p>\n<p>\u5e38\u89c4\u6d4b\u8bd5\u5e94\u8be5&#xff1a;<\/p>\n<ul>\n<li>Fake&#xff1b;<\/li>\n<li>Mock&#xff1b;<\/li>\n<li>Mock Server&#xff1b;<\/li>\n<li>\u56fa\u5b9a\u54cd\u5e94&#xff1b;<\/li>\n<li>\u5f55\u5236\u56de\u653e\u3002<\/li>\n<\/ul>\n<p>\u771f\u5b9e\u6a21\u578b\u6d4b\u8bd5\u9700\u8981\u5355\u72ec\u7684\u8bc4\u4f30\u96c6\u3001\u6210\u672c\u9884\u7b97\u548c\u5931\u8d25\u5904\u7406\u3002<\/p>\n<h4>10. \u6ca1\u6709\u9650\u5236\u8f93\u5165\u548c\u8f93\u51fa\u957f\u5ea6<\/h4>\n<p>\u81f3\u5c11\u9700\u8981\u9650\u5236&#xff1a;<\/p>\n<ul>\n<li>HTTP \u8bf7\u6c42\u4f53&#xff1b;<\/li>\n<li>\u7528\u6237\u6d88\u606f\u957f\u5ea6&#xff1b;<\/li>\n<li>\u5386\u53f2\u4e0a\u4e0b\u6587&#xff1b;<\/li>\n<li>\u68c0\u7d22\u6587\u6863\u6570\u91cf&#xff1b;<\/li>\n<li>\u6a21\u578b\u6700\u5927\u8f93\u51fa&#xff1b;<\/li>\n<li>\u5355\u6b21\u4f1a\u8bdd\u6d88\u606f\u6570\u3002<\/li>\n<\/ul>\n<p>\u5426\u5219\u4f1a\u51fa\u73b0\u9ad8\u6210\u672c\u3001\u957f\u5ef6\u8fdf\u3001\u4e0a\u4e0b\u6587\u6ea2\u51fa\u548c\u62d2\u7edd\u670d\u52a1\u98ce\u9669\u3002<\/p>\n<h4>11. \u628a API Key \u653e\u5728\u524d\u7aef<\/h4>\n<p>\u6d4f\u89c8\u5668\u6216\u79fb\u52a8\u7aef\u4e0d\u5e94\u8be5\u76f4\u63a5\u6301\u6709\u4f9b\u5e94\u5546 API Key\u3002\u6b63\u786e\u94fe\u8def\u662f&#xff1a;<\/p>\n<p>\u5ba2\u6237\u7aef<br \/>\n  -&gt; \u4f60\u7684 Java \u540e\u7aef<br \/>\n  -&gt; \u6a21\u578b\u4f9b\u5e94\u5546<\/p>\n<p>\u540e\u7aef\u8d1f\u8d23\u8ba4\u8bc1\u3001\u914d\u989d\u3001\u8131\u654f\u3001\u5ba1\u8ba1\u548c\u6a21\u578b\u8def\u7531\u3002<\/p>\n<h4>12. \u4f7f\u7528\u9ed8\u8ba4\u6a21\u578b\u914d\u7f6e\u76f4\u63a5\u4e0a\u7ebf<\/h4>\n<p>\u5f00\u53d1\u65f6\u53ef\u4ee5\u4f7f\u7528\u7b80\u5355\u9ed8\u8ba4\u914d\u7f6e&#xff0c;\u751f\u4ea7\u73af\u5883\u9700\u8981\u660e\u786e&#xff1a;<\/p>\n<ul>\n<li>\u6a21\u578b\u540d\u79f0&#xff1b;<\/li>\n<li>temperature&#xff1b;<\/li>\n<li>\u6700\u5927\u8f93\u51fa&#xff1b;<\/li>\n<li>\u8d85\u65f6&#xff1b;<\/li>\n<li>\u91cd\u8bd5&#xff1b;<\/li>\n<li>\u4f9b\u5e94\u5546&#xff1b;<\/li>\n<li>\u8d39\u7528\u4ef7\u683c&#xff1b;<\/li>\n<li>\u6570\u636e\u5904\u7406\u7b56\u7565&#xff1b;<\/li>\n<li>Prompt \u7248\u672c\u3002<\/li>\n<\/ul>\n<p>\u6a21\u578b\u53c2\u6570\u5e94\u8be5\u6709\u7248\u672c\u548c\u53d8\u66f4\u8bb0\u5f55\u3002<\/p>\n<h4>13. \u540c\u4e00\u4e2a ChatClient \u627f\u62c5\u6240\u6709\u573a\u666f<\/h4>\n<p>\u5ba2\u670d\u3001\u4ee3\u7801\u5ba1\u67e5\u3001\u6570\u636e\u5206\u6790\u548c\u5199\u4f5c\u4efb\u52a1\u7684\u7cfb\u7edf\u89c4\u5219\u3001\u6a21\u578b\u53c2\u6570\u548c\u6743\u9650\u901a\u5e38\u4e0d\u540c\u3002\u53ef\u4ee5\u6309\u573a\u666f\u521b\u5efa\u4e0d\u540c ChatClient \u6216\u4e1a\u52a1\u5ba2\u6237\u7aef&#xff1a;<\/p>\n<p>supportChatClient<br \/>\ncodingChatClient<br \/>\nanalysisChatClient<\/p>\n<p>\u5e95\u5c42\u6a21\u578b\u53ef\u4ee5\u76f8\u540c&#xff0c;\u4f46\u9ed8\u8ba4 Prompt\u3001Advisor \u548c\u5de5\u5177\u6743\u9650\u5e94\u5206\u5f00\u3002<\/p>\n<h3>\u516d\u3001\u8fdb\u9636\u601d\u8003<\/h3>\n<h4>1. \u7edf\u4e00\u6a21\u578b\u670d\u52a1\u63a5\u53e3<\/h4>\n<p>\u5373\u4f7f\u4f7f\u7528 Spring AI&#xff0c;\u4e5f\u5efa\u8bae\u5728\u4e1a\u52a1\u8fb9\u754c\u5b9a\u4e49\u81ea\u5df1\u7684\u63a5\u53e3&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">interface<\/span> <span class=\"token class-name\">AiTextService<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token class-name\">AiTextResult<\/span> <span class=\"token function\">complete<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token class-name\">AiScenario<\/span> scenario<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token class-name\">AiInput<\/span> input<br \/>\n    <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token class-name\">Flux<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">AiChunk<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token class-name\">AiScenario<\/span> scenario<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token class-name\">AiInput<\/span> input<br \/>\n    <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u8fd9\u6837\u53ef\u4ee5\u7edf\u4e00&#xff1a;<\/p>\n<ul>\n<li>\u6a21\u578b\u8def\u7531&#xff1b;<\/li>\n<li>Token \u7edf\u8ba1&#xff1b;<\/li>\n<li>\u91cd\u8bd5&#xff1b;<\/li>\n<li>\u8131\u654f&#xff1b;<\/li>\n<li>\u4e1a\u52a1\u573a\u666f&#xff1b;<\/li>\n<li>\u9519\u8bef\u8f6c\u6362&#xff1b;<\/li>\n<li>\u5ba1\u8ba1\u3002<\/li>\n<\/ul>\n<p>\u4e1a\u52a1\u4ee3\u7801\u4e0d\u5fc5\u5230\u5904\u6ce8\u5165 ChatClient\u3002<\/p>\n<h4>2. \u591a\u6a21\u578b\u8def\u7531<\/h4>\n<p>\u8def\u7531\u5c42\u53ef\u4ee5\u6839\u636e\u573a\u666f\u9009\u62e9\u4e0d\u540c ChatClient&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token class-name\">ChatClient<\/span> <span class=\"token function\">route<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">AiScenario<\/span> scenario<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">switch<\/span> <span class=\"token punctuation\">(<\/span>scenario<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">case<\/span> <span class=\"token constant\">CUSTOMER_SUPPORT<\/span> <span class=\"token operator\">-&gt;<\/span> supportChatClient<span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">case<\/span> <span class=\"token constant\">CODE_REVIEW<\/span> <span class=\"token operator\">-&gt;<\/span> codingChatClient<span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">case<\/span> <span class=\"token constant\">LONG_DOCUMENT<\/span> <span class=\"token operator\">-&gt;<\/span> longContextChatClient<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u5b9e\u9645\u8def\u7531\u8fd8\u53ef\u4ee5\u8003\u8651&#xff1a;<\/p>\n<ul>\n<li>\u5f53\u524d\u6a21\u578b\u5065\u5eb7\u72b6\u6001&#xff1b;<\/li>\n<li>\u8f93\u5165 Token \u6570&#xff1b;<\/li>\n<li>\u6210\u672c\u9884\u7b97&#xff1b;<\/li>\n<li>\u6570\u636e\u654f\u611f\u7b49\u7ea7&#xff1b;<\/li>\n<li>\u4f9b\u5e94\u5546\u9650\u6d41&#xff1b;<\/li>\n<li>\u7528\u6237\u7b49\u7ea7\u3002<\/li>\n<\/ul>\n<h4>3. Prompt \u7684\u7248\u672c\u5316<\/h4>\n<p>Prompt \u5e94\u8be5\u8bb0\u5f55&#xff1a;<\/p>\n<p>prompt_id<br \/>\nversion<br \/>\n\u5185\u5bb9<br \/>\n\u521b\u5efa\u4eba<br \/>\n\u53d8\u66f4\u8bf4\u660e<br \/>\n\u6d4b\u8bd5\u96c6\u7ed3\u679c<br \/>\n\u53d1\u5e03\u65e5\u671f<br \/>\n\u56de\u6eda\u7248\u672c<\/p>\n<p>\u8fd0\u884c\u8bb0\u5f55\u4e2d\u4fdd\u5b58 Prompt \u7248\u672c&#xff0c;\u51fa\u73b0\u8d28\u91cf\u56de\u5f52\u65f6\u624d\u80fd\u6bd4\u8f83&#xff1a;<\/p>\n<p>Prompt v1&#xff1a;\u77e5\u8bc6\u5e93\u5f15\u7528\u7f3a\u5931<br \/>\nPrompt v2&#xff1a;\u5f15\u7528\u5b8c\u6574&#xff0c;\u4f46\u56de\u7b54\u957f\u5ea6\u589e\u52a0<br \/>\nPrompt v3&#xff1a;\u6210\u672c\u4e0b\u964d&#xff0c;\u4f46\u590d\u6742\u95ee\u9898\u6b63\u786e\u7387\u4e0b\u964d<\/p>\n<h4>4. Context Window \u7ba1\u7406<\/h4>\n<p>\u4e0a\u4e0b\u6587\u9884\u7b97\u53ef\u4ee5\u6309\u6bd4\u4f8b\u5206\u914d&#xff1a;<\/p>\n<p>\u7cfb\u7edf\u6307\u4ee4&#xff1a;10%<br \/>\n\u7528\u6237\u95ee\u9898&#xff1a;10%<br \/>\n\u5386\u53f2\u6458\u8981&#xff1a;20%<br \/>\n\u6700\u8fd1\u6d88\u606f&#xff1a;25%<br \/>\n\u68c0\u7d22\u5185\u5bb9&#xff1a;25%<br \/>\n\u8f93\u51fa\u9884\u7559&#xff1a;10%<\/p>\n<p>\u5b9e\u9645\u6bd4\u4f8b\u9700\u8981\u901a\u8fc7\u8bc4\u4f30\u8c03\u6574\u3002\u4e0a\u4e0b\u6587\u8d8a\u591a\u4e0d\u4e00\u5b9a\u8d8a\u597d&#xff0c;\u76f8\u5173\u6027\u548c\u4fe1\u606f\u8d28\u91cf\u6bd4\u6570\u91cf\u66f4\u91cd\u8981\u3002<\/p>\n<h4>5. \u8bb0\u5fc6\u4e0e\u6570\u636e\u5e93\u5206\u79bb<\/h4>\n<p>\u4f1a\u8bdd\u6d88\u606f\u662f\u4e1a\u52a1\u6570\u636e&#xff0c;\u5e94\u8be5\u4fdd\u5b58\u5230\u5173\u7cfb\u6570\u636e\u5e93&#xff1b;\u6a21\u578b\u7528\u4e8e\u751f\u6210\u65f6\u7684\u4e0a\u4e0b\u6587\u662f\u8fd0\u884c\u65f6\u6570\u636e&#xff0c;\u53ef\u4ee5\u7531\u6570\u636e\u5e93\u3001\u7f13\u5b58\u548c\u6458\u8981\u670d\u52a1\u5171\u540c\u63d0\u4f9b\u3002<\/p>\n<p>\u4e0d\u8981\u628a\u6a21\u578b\u8bb0\u5fc6\u80fd\u529b\u5f53\u6210\u6570\u636e\u53ef\u9760\u6027\u4fdd\u8bc1\u3002\u9700\u8981\u957f\u671f\u4fdd\u5b58\u7684\u4e8b\u5b9e\u5e94\u8be5\u8fdb\u5165\u7ed3\u6784\u5316\u6570\u636e\u5e93\u6216\u53d7\u63a7\u77e5\u8bc6\u5e93\u3002<\/p>\n<h4>6. \u7ed3\u6784\u5316\u8f93\u51fa\u548c\u4e1a\u52a1\u72b6\u6001\u673a<\/h4>\n<p>\u6a21\u578b\u8f93\u51fa\u53ef\u4ee5\u4f5c\u4e3a\u72b6\u6001\u673a\u7684\u8f93\u5165&#xff1a;<\/p>\n<p>\u6a21\u578b&#xff1a;<br \/>\n  intent &#061; REFUND<br \/>\n  confidence &#061; 0.91<\/p>\n<p>\u4e1a\u52a1\u4ee3\u7801&#xff1a;<br \/>\n  \u68c0\u67e5\u8ba2\u5355\u72b6\u6001<br \/>\n  \u68c0\u67e5\u7528\u6237\u6743\u9650<br \/>\n  \u68c0\u67e5\u9000\u6b3e\u7a97\u53e3<br \/>\n  \u8bf7\u6c42\u786e\u8ba4<br \/>\n  \u6267\u884c\u9000\u6b3e<\/p>\n<p>\u6a21\u578b\u63d0\u4f9b\u7406\u89e3\u7ed3\u679c&#xff0c;\u4ee3\u7801\u51b3\u5b9a\u662f\u5426\u5141\u8bb8\u72b6\u6001\u8fc1\u79fb\u3002<\/p>\n<h4>7. \u751f\u4ea7\u7ea7\u89c2\u6d4b<\/h4>\n<p>Spring Boot \u5e94\u7528\u53ef\u4ee5\u7ed3\u5408 Micrometer \u548c OpenTelemetry \u8bb0\u5f55&#xff1a;<\/p>\n<p>ai.request.count<br \/>\nai.request.latency<br \/>\nai.request.error<br \/>\nai.input.tokens<br \/>\nai.output.tokens<br \/>\nai.cost<br \/>\nai.stream.first_token_latency<br \/>\nai.output.parse_failure<br \/>\nai.tool.call.count<\/p>\n<p>\u76d1\u63a7\u7ef4\u5ea6\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u6a21\u578b&#xff1b;<\/li>\n<li>\u4f9b\u5e94\u5546&#xff1b;<\/li>\n<li>\u4e1a\u52a1\u573a\u666f&#xff1b;<\/li>\n<li>\u79df\u6237&#xff1b;<\/li>\n<li>\u7528\u6237\u7b49\u7ea7&#xff1b;<\/li>\n<li>Prompt \u7248\u672c&#xff1b;<\/li>\n<li>\u6210\u529f\u6216\u5931\u8d25&#xff1b;<\/li>\n<li>\u662f\u5426\u91cd\u8bd5\u3002<\/li>\n<\/ul>\n<h4>8. \u6570\u636e\u8131\u654f<\/h4>\n<p>\u53d1\u9001\u7ed9\u6a21\u578b\u524d\u53ef\u4ee5\u5bf9\u4ee5\u4e0b\u5185\u5bb9\u8131\u654f&#xff1a;<\/p>\n<ul>\n<li>\u624b\u673a\u53f7&#xff1b;<\/li>\n<li>\u90ae\u7bb1&#xff1b;<\/li>\n<li>\u8eab\u4efd\u8bc1\u53f7&#xff1b;<\/li>\n<li>\u94f6\u884c\u8d26\u53f7&#xff1b;<\/li>\n<li>API Key&#xff1b;<\/li>\n<li>\u5185\u90e8 IP&#xff1b;<\/li>\n<li>\u5ba2\u6237\u59d3\u540d&#xff1b;<\/li>\n<li>\u8ba2\u5355\u5730\u5740\u3002<\/li>\n<\/ul>\n<p>\u8131\u654f\u9700\u8981\u8003\u8651\u53ef\u6062\u590d\u6027\u3002\u5982\u679c\u6a21\u578b\u4efb\u52a1\u9700\u8981\u628a\u7ed3\u679c\u6620\u5c04\u56de\u539f\u59cb\u7528\u6237&#xff0c;\u53ef\u4ee5\u4f7f\u7528\u5185\u90e8\u5360\u4f4d\u7b26&#xff1a;<\/p>\n<p>\u5f20\u4e09 -&gt; &lt;USER_001&gt;<br \/>\n13800000000 -&gt; &lt;PHONE_001&gt;<\/p>\n<p>\u6a21\u578b\u8fd4\u56de\u540e\u7531\u540e\u7aef\u5728\u53d7\u63a7\u8303\u56f4\u5185\u6062\u590d\u3002<\/p>\n<h4>9. \u6743\u9650\u548c\u79df\u6237\u9694\u79bb<\/h4>\n<p>\u6bcf\u4e2a ChatClient \u8c03\u7528\u90fd\u5e94\u8be5\u5173\u8054&#xff1a;<\/p>\n<p>tenantId<br \/>\nuserId<br \/>\nconversationId<br \/>\nscenario<br \/>\ntraceId<\/p>\n<p>\u6743\u9650\u63a7\u5236\u81f3\u5c11\u8986\u76d6&#xff1a;<\/p>\n<ul>\n<li>\u7528\u6237\u80fd\u5426\u8bbf\u95ee\u4f1a\u8bdd&#xff1b;<\/li>\n<li>\u7528\u6237\u80fd\u5426\u8bfb\u53d6\u77e5\u8bc6\u5e93&#xff1b;<\/li>\n<li>\u7528\u6237\u80fd\u5426\u4f7f\u7528\u67d0\u4e2a\u6a21\u578b&#xff1b;<\/li>\n<li>\u7528\u6237\u80fd\u5426\u8c03\u7528\u67d0\u4e2a\u5de5\u5177&#xff1b;<\/li>\n<li>\u7528\u6237\u80fd\u5426\u67e5\u770b\u8c03\u7528\u65e5\u5fd7&#xff1b;<\/li>\n<li>\u7528\u6237\u80fd\u5426\u4fee\u6539 Prompt\u3002<\/li>\n<\/ul>\n<h4>10. \u8bc4\u4f30\u548c\u56de\u5f52<\/h4>\n<p>Spring AI \u63a5\u5165\u5b8c\u6210\u540e&#xff0c;\u8981\u5efa\u7acb\u771f\u5b9e\u6837\u672c\u96c6&#xff1a;<\/p>\n<p>\u57fa\u7840\u95ee\u7b54<br \/>\n  &#043; \u7248\u672c\u76f8\u5173\u95ee\u9898<br \/>\n  &#043; \u65e0\u6cd5\u56de\u7b54\u7684\u95ee\u9898<br \/>\n  &#043; Prompt \u6ce8\u5165<br \/>\n  &#043; \u654f\u611f\u4fe1\u606f<br \/>\n  &#043; \u7ed3\u6784\u5316\u8f93\u51fa<br \/>\n  &#043; \u6d41\u5f0f\u5f02\u5e38<br \/>\n  &#043; \u5de5\u5177\u8c03\u7528<\/p>\n<p>\u8bc4\u4f30\u4e0d\u4ec5\u770b\u7b54\u6848&#xff0c;\u8fd8\u770b&#xff1a;<\/p>\n<ul>\n<li>\u662f\u5426\u4f7f\u7528\u6b63\u786e\u6a21\u578b&#xff1b;<\/li>\n<li>\u662f\u5426\u8c03\u7528\u6b63\u786e\u5de5\u5177&#xff1b;<\/li>\n<li>Token \u662f\u5426\u8d85\u9884\u7b97&#xff1b;<\/li>\n<li>\u5ef6\u8fdf\u662f\u5426\u8fbe\u6807&#xff1b;<\/li>\n<li>\u5b89\u5168\u89c4\u5219\u662f\u5426\u751f\u6548&#xff1b;<\/li>\n<li>\u8f93\u51fa\u662f\u5426\u80fd\u901a\u8fc7 Schema\u3002<\/li>\n<\/ul>\n<h4>11. \u4f55\u65f6\u4e0d\u4f7f\u7528 Spring AI<\/h4>\n<p>\u4ee5\u4e0b\u573a\u666f\u53ef\u4ee5\u8003\u8651\u76f4\u63a5\u4f7f\u7528 HTTP \u6216\u4f9b\u5e94\u5546 SDK&#xff1a;<\/p>\n<ul>\n<li>\u53ea\u6709\u4e00\u4e2a\u7b80\u5355\u8c03\u7528&#xff1b;<\/li>\n<li>\u9700\u8981\u4f9b\u5e94\u5546\u6700\u65b0\u7684\u7279\u6b8a\u80fd\u529b&#xff1b;<\/li>\n<li>\u9879\u76ee\u4e0d\u662f Spring \u751f\u6001&#xff1b;<\/li>\n<li>\u5bf9\u8bf7\u6c42\u7ea7\u7ec6\u8282\u6709\u6781\u5f3a\u63a7\u5236\u8981\u6c42&#xff1b;<\/li>\n<li>\u6b63\u5728\u5feb\u901f\u9a8c\u8bc1\u63a5\u53e3\u683c\u5f0f\u3002<\/li>\n<\/ul>\n<p>\u4f46\u5373\u4f7f\u76f4\u63a5\u8c03\u7528&#xff0c;\u4e5f\u5efa\u8bae\u4fdd\u7559\u81ea\u5df1\u7684\u4e1a\u52a1\u62bd\u8c61&#xff0c;\u907f\u514d\u8ba9\u4f9b\u5e94\u5546\u7c7b\u578b\u6e17\u900f\u6574\u4e2a\u7cfb\u7edf\u3002<\/p>\n<h4>12. \u4ece Demo \u5230\u751f\u4ea7\u7684\u6f14\u8fdb\u8def\u7ebf<\/h4>\n<p>\u9636\u6bb5\u4e00&#xff1a;<br \/>\n  ChatClient &#043; \u4e00\u4e2a\u540c\u6b65\u63a5\u53e3<\/p>\n<p>\u9636\u6bb5\u4e8c&#xff1a;<br \/>\n  \u914d\u7f6e\u3001\u5f02\u5e38\u3001\u8f93\u5165\u8f93\u51fa\u6821\u9a8c<\/p>\n<p>\u9636\u6bb5\u4e09&#xff1a;<br \/>\n  \u4f1a\u8bdd\u3001\u5386\u53f2\u6d88\u606f\u3001\u6d41\u5f0f\u8f93\u51fa<\/p>\n<p>\u9636\u6bb5\u56db&#xff1a;<br \/>\n  Advisor\u3001RAG\u3001\u7ed3\u6784\u5316\u8f93\u51fa<\/p>\n<p>\u9636\u6bb5\u4e94&#xff1a;<br \/>\n  \u5de5\u5177\u8c03\u7528\u3001\u6743\u9650\u3001\u5ba1\u6279<\/p>\n<p>\u9636\u6bb5\u516d&#xff1a;<br \/>\n  \u8bc4\u4f30\u3001\u6210\u672c\u3001\u76d1\u63a7\u3001\u7070\u5ea6\u548c\u591a\u6a21\u578b<\/p>\n<p>\u6bcf\u4e00\u6b65\u90fd\u5e94\u6709\u5bf9\u5e94\u6d4b\u8bd5\u548c\u9a8c\u6536\u6807\u51c6\u3002<\/p>\n<h3>\u7ed3\u8bba<\/h3>\n<p>Spring AI \u7684\u4ef7\u503c\u5728\u4e8e\u628a\u5927\u6a21\u578b\u80fd\u529b\u5e26\u5165\u719f\u6089\u7684 Spring Boot \u7f16\u7a0b\u6a21\u578b&#xff0c;\u5e76\u901a\u8fc7 ChatModel\u3001ChatClient\u3001Prompt\u3001Advisor\u3001Embedding\u3001VectorStore \u548c Tool Calling \u7b49\u62bd\u8c61&#xff0c;\u51cf\u5c11\u4e1a\u52a1\u4ee3\u7801\u5bf9\u5177\u4f53\u4f9b\u5e94\u5546\u63a5\u53e3\u7684\u76f4\u63a5\u8026\u5408\u3002<\/p>\n<p>\u6784\u5efa\u7b2c\u4e00\u4e2a Java AI \u5e94\u7528\u65f6&#xff0c;\u53ef\u4ee5\u9075\u5faa\u4ee5\u4e0b\u8def\u7ebf&#xff1a;<\/p>\n<p>1. \u9501\u5b9a Spring Boot \u548c Spring AI \u7248\u672c<br \/>\n2. \u5f15\u5165\u5bf9\u5e94\u6a21\u578b Starter<br \/>\n3. \u901a\u8fc7\u73af\u5883\u53d8\u91cf\u6ce8\u5165\u5bc6\u94a5<br \/>\n4. \u521b\u5efa ChatClient<br \/>\n5. \u5b9e\u73b0\u540c\u6b65\u95ee\u7b54<br \/>\n6. \u589e\u52a0\u8f93\u5165\u548c\u8f93\u51fa\u6821\u9a8c<br \/>\n7. \u589e\u52a0\u6d41\u5f0f\u54cd\u5e94<br \/>\n8. \u7ba1\u7406\u4f1a\u8bdd\u548c\u4e0a\u4e0b\u6587<br \/>\n9. \u5f15\u5165 Advisor \u6216 RAG<br \/>\n10. \u589e\u52a0\u65e5\u5fd7\u3001\u6307\u6807\u3001\u6d4b\u8bd5\u548c\u6210\u672c\u7edf\u8ba1<\/p>\n<p>\u9700\u8981\u59cb\u7ec8\u8bb0\u4f4f&#xff1a;Spring AI \u53ef\u4ee5\u7b80\u5316\u6a21\u578b\u63a5\u5165&#xff0c;\u4f46\u6a21\u578b\u8f93\u51fa\u4ecd\u7136\u5177\u6709\u4e0d\u786e\u5b9a\u6027\u3002\u5173\u952e\u4e1a\u52a1\u72b6\u6001\u3001\u6743\u9650\u5224\u65ad\u3001\u6570\u636e\u5199\u5165\u548c\u9ad8\u98ce\u9669\u64cd\u4f5c\u5fc5\u987b\u7531\u786e\u5b9a\u6027\u4ee3\u7801\u8d1f\u8d23&#xff0c;\u4e0d\u80fd\u76f4\u63a5\u628a\u6a21\u578b\u56de\u7b54\u5f53\u6210\u53ef\u4fe1\u4e1a\u52a1\u6307\u4ee4\u3002<\/p>\n<p>\u4e0b\u4e00\u7bc7\u5c06\u7ee7\u7eed\u4ecb\u7ecd\u5982\u4f55\u5728 Spring Boot \u4e2d\u5b9e\u73b0\u6d41\u5f0f AI \u5bf9\u8bdd&#xff0c;\u91cd\u70b9\u8ba8\u8bba SSE\u3001\u54cd\u5e94\u5f0f\u6d41\u3001\u6d88\u606f\u6301\u4e45\u5316\u3001\u65ad\u7ebf\u91cd\u8fde\u3001\u53d6\u6d88\u8bf7\u6c42\u548c\u524d\u540e\u7aef\u4e8b\u4ef6\u534f\u8bae\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6458\u8981<br \/>\n\u76f4\u63a5\u4f7f\u7528 HTTP \u5ba2\u6237\u7aef\u8c03\u7528\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5feb\u901f\u9a8c\u8bc1\u60f3\u6cd5&#xff0c;\u4f46\u968f\u7740\u9879\u76ee\u8fdb\u5165\u771f\u5b9e\u4e1a\u52a1&#xff0c;\u5f00\u53d1\u8005\u901a\u5e38\u8fd8\u8981\u5904\u7406\u6d88\u606f\u62bd\u8c61\u3001\u6a21\u578b\u5207\u6362\u3001Prompt \u6a21\u677f\u3001\u4e0a\u4e0b\u6587\u3001\u7ed3\u6784\u5316\u8f93\u51fa\u3001\u6d41\u5f0f\u54cd\u5e94\u3001\u5de5\u5177\u8c03\u7528\u548c\u6d4b\u8bd5\u7b49\u95ee\u9898\u3002\u6bcf\u4e2a\u4e1a\u52a1\u6a21\u5757\u90fd\u81ea\u5df1\u5b9e\u73b0\u4e00\u5957\u8c03\u7528\u903b\u8f91&#xff0c;\u4f1a\u8ba9\u4ee3\u7801\u8d8a\u6765\u8d8a\u96be\u4ee5\u7ef4\u62a4\u3002<br \/>\nSpring AI \u4e3a Spring \u5e94\u7528\u63d0\u4f9b\u4e86\u4e00\u5c42\u9762\u5411 AI \u80fd\u529b\u7684\u7edf\u4e00\u62bd\u8c61&#xff0c;\u628a\u6a21\u578b\u8c03\u7528\u3001\u804a\u5929\u5ba2\u6237\u7aef\u3001Embedding\u3001\u5411\u91cf\u5b58\u50a8\u3001\u5de5\u5177\u8c03\u7528\u548c\u4e0a\u4e0b\u6587\u589e\u5f3a\u7b49\u80fd\u529b\u653e\u5165<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[66,52,188],"topic":[],"class_list":["post-107777","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai","tag-aigc","tag-188"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Spring AI \u5165\u95e8\uff1a\u6784\u5efa\u7b2c\u4e00\u4e2a Java AI \u5e94\u7528 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/107777.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Spring AI \u5165\u95e8\uff1a\u6784\u5efa\u7b2c\u4e00\u4e2a Java AI \u5e94\u7528 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6458\u8981 \u76f4\u63a5\u4f7f\u7528 HTTP \u5ba2\u6237\u7aef\u8c03\u7528\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5feb\u901f\u9a8c\u8bc1\u60f3\u6cd5&#xff0c;\u4f46\u968f\u7740\u9879\u76ee\u8fdb\u5165\u771f\u5b9e\u4e1a\u52a1&#xff0c;\u5f00\u53d1\u8005\u901a\u5e38\u8fd8\u8981\u5904\u7406\u6d88\u606f\u62bd\u8c61\u3001\u6a21\u578b\u5207\u6362\u3001Prompt 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