{"id":644,"date":"2025-08-20T18:41:51","date_gmt":"2025-08-20T10:41:51","guid":{"rendered":"https:\/\/forelink.top\/?p=644"},"modified":"2025-08-20T18:41:53","modified_gmt":"2025-08-20T10:41:53","slug":"langc","status":"publish","type":"post","link":"https:\/\/forelink.top\/index.php\/2025\/08\/20\/langc\/","title":{"rendered":"LangC"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">\u6280\u672f\u9009\u578b<\/h1>\n\n\n\n<p><strong>JavaAI\u5f00\u53d1\u6846\u67b6<\/strong> &#8211; <strong>SpringAI<\/strong>\u3001<strong>LangChain4J<\/strong><br>\u5b83\u4eec\u90fd\u63d0\u4f9b\u4e86\u5f88\u591a\u5f00\u7bb1\u5373\u7528\u7684API\u5e2e\u52a9\u8c03\u7528\u5927\u6a21\u578b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>LangChain4j **\u4e0d\u8981\u770b\u4e2d\u6587\u6587\u6863\uff01\uff01\uff01**\n\u4e2d\u6587\u6587\u6863\u8fc7\u65f6\u4e86\uff01\uff01\uff01<\/code><\/pre>\n\n\n\n<h1 class=\"wp-block-heading\">\u7279\u70b9<\/h1>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u8bdd\u8bb0\u5fc6<\/li>\n\n\n\n<li>\u7ed3\u6784\u5316\u8f93\u51fa<\/li>\n\n\n\n<li>RAG \u77e5\u8bc6\u5e93<\/li>\n\n\n\n<li>\u5de5\u5177\u8c03\u7528<\/li>\n\n\n\n<li>MCP<\/li>\n\n\n\n<li>SSE \u6d41\u5f0f\u8f93\u51fa<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u9700\u6c42<\/h1>\n\n\n\n<p>\u57fa\u7840\u5bf9\u8bdd<br>\u591a\u8f6e\u5bf9\u8bdd\u8bb0\u5fc6<br>\u589e\u5f3aAI\u80fd\u529b\uff08\u8d85\u94fe\u63a5\u3001\u56fe\u7247\u7b49\uff09<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u5f00\u53d1\u6d41\u7a0b<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">\u521b\u5efa\u9879\u76ee\u4e0e\u914d\u7f6e<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u521b\u5efa\u9879\u76ee<\/h3>\n\n\n\n<p>\u65b0\u5efa\u4e00\u4e2aIDEA\u9879\u76ee\uff0c\u9009\u62e9 <code>SpringBoot<\/code> \u6a21\u677f\u5e76\u4f7f\u7528 <code>Maven<\/code> \u4f5c\u4e3a\u6211\u4eec\u7684\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u3002<br>\u9700\u8981\u6ce8\u610f\u7684\u662f <code>LangChain4j<\/code> \u53ea\u652f\u6301JDK17\u53ca\u4ee5\u4e0a\u7684\u7248\u672c\uff0c\u8fd9\u91cc\u9009\u62e9JDK21\u3002<br>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/8f7c47462ed11be0b8065dff677c284a_MD5.jpeg|Open: Pasted image 20250714201641.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/8f7c47462ed11be0b8065dff677c284a_MD5.jpeg]]<\/p>\n\n\n\n<p>\u70b9\u51fb\u4e0b\u4e00\u6b65\uff0c\u9009\u62e9\u4ee5\u4e0b\u4f9d\u8d56\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SpringWeb<\/li>\n\n\n\n<li>Lombok<\/li>\n<\/ul>\n\n\n\n<p>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/69cafea9db87e943daa078eecf2f07dd_MD5.jpeg|Open: Pasted image 20250714201905.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/69cafea9db87e943daa078eecf2f07dd_MD5.jpeg]]<\/p>\n\n\n\n<p>\u9879\u76ee\u521b\u5efa\u540e\uff0c\u5148\u5c06 <code>application.properties<\/code> \u4fee\u6539\u4e3a <code>application.yml<\/code><br>\u4fee\u6539\u4e3ayml\u683c\u5f0f\u540e\uff0c\u66f4\u9002\u5408\u957f\u6bb5\u7684\u914d\u7f6e\u3002<\/p>\n\n\n\n<p>\u5c06\u8be5\u6587\u4ef6\u7684\u5185\u5bb9\u4fee\u6539\u4e3ayml\u683c\u5f0f<br>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/1a25d75dacb944f3ad48c44151ec8a69_MD5.jpeg|Open: Pasted image 20250714222233.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/1a25d75dacb944f3ad48c44151ec8a69_MD5.jpeg]]<\/p>\n\n\n\n<p>\u8131\u654f\u5904\u7406\uff1a<br>\u5982\u679c\u60f3\u5c06\u9879\u76ee\u5f00\u6e90\uff0c\u5efa\u8bae\u65b0\u5efa\u4e00\u4e2a <code>application-local.yml<\/code><br>\u5982\u679c\u8981\u6dfb\u52a0local\u7684\u914d\u7f6e\uff0c\u5148\u5728 <code>.gitignore<\/code> \u4e2d\u6dfb\u52a0\u8fd9\u4e2a\u6587\u4ef6\u7684\u76f8\u5173\u4fe1\u606f\uff0c\u7136\u540e\u65b0\u5efa\u4e00\u4e2a <code>application-local.yml<\/code> \u6587\u4ef6<\/p>\n\n\n\n<p>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/209fffc4b549602627f5fe97cebe3be6_MD5.jpeg|Open: Pasted image 20250714222412.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/209fffc4b549602627f5fe97cebe3be6_MD5.jpeg]]<\/p>\n\n\n\n<p>\u9700\u8981\u6dfb\u52a0 <code>profiles-active: local<\/code> \u6765\u6807\u8bc6\u8fd9\u662f\u4e00\u4e2alocal\u7684\u914d\u7f6e<br>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/fb929d588136b4c50ca19ac12abc0238_MD5.jpeg|Open: Pasted image 20250714222512.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/fb929d588136b4c50ca19ac12abc0238_MD5.jpeg]]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5f15\u5165\u4f9d\u8d56<\/h3>\n\n\n\n<p>\u9700\u8981\u5f15\u5165\u5916\u90e8\u5927\u6a21\u578b\u7684API<br>\u5728 <code>LangChain4j<\/code> \u5b98\u7f51\u53ef\u4ee5\u67e5\u770b\u5230\u4f7f\u7528\u5404\u79cd\u5927\u6a21\u578b\u63a5\u53e3\u7684\u793a\u4f8b\u4ee3\u7801<br>\u4e5f\u6709 <code>community<\/code> \u63d0\u4f9b\u7684\u7b2c\u4e09\u65b9\u63d2\u4ef6\u548c\u5de5\u5177\u7b49\u7b49<\/p>\n\n\n\n<p>\u5728 <code>pom.xml<\/code> \u4e2d\u5f15\u5165\u4f9d\u8d56\uff0c\u8fd9\u91cc\u4f7f\u7528 [\u8c37\u6b4cgemini](<a href=\"https:\/\/docs.langchain4j.dev\/integrations\/language-models\/google-ai-gemini\/\">Google AI Gemini | LangChain4j<\/a>) \u4f5c\u4e3a\u9700\u8981\u8c03\u7528\u7684API\u63d0\u4f9b\u65b9<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&lt;dependency&gt;\n    &lt;groupId&gt;dev.langchain4j&lt;\/groupId&gt;\n    &lt;artifactId&gt;langchain4j-google-ai-gemini&lt;\/artifactId&gt;\n    &lt;version&gt;1.0.0-beta3&lt;\/version&gt;\n&lt;\/dependency&gt;<\/code><\/pre>\n\n\n\n<p>\u5728\u540e\u7eed\u4f7f\u7528\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u624b\u52a8\u521b\u5efa\u4e00\u4e2a <code>ChatLanguageModel<\/code> \u5bf9\u8c61\uff0c\u53c2\u8003 <code>LangChain4j-google-ai<\/code> \u6587\u6863\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>ChatLanguageModel gemini = GoogleAiGeminiChatModel.builder()  \n.apiKey(System.getenv(\"GEMINI_AI_KEY\"))  \n.modelName(\"gemini-1.5-flash\")  \n...  \n.build();  \n\nString response = gemini.chat(\"\u4f60\u597d Gemini\uff01\");<\/code><\/pre>\n\n\n\n<p>\u4e5f\u53ef\u4ee5\u5c06 <code>APIKey<\/code> \u914d\u7f6e\u5230 <code>application.yml<\/code> \u4e2d\uff0c\u8ba9Spring\u81ea\u52a8\u6ce8\u5165\u8fd9\u4e9b\u4fe1\u606f\u3002\uff08\u56fe\u4e2d\u5b57\u6bb5\u6709\u8bef\uff09<br>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/3765d78c6853bcf9270b1ce1bcef4fd3_MD5.jpeg|Open: Pasted image 20250715225641.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/3765d78c6853bcf9270b1ce1bcef4fd3_MD5.jpeg]]<\/p>\n\n\n\n<p>\u8fd9\u91cc\u4f7f\u7528\u7684APIKey\uff08\u4ec5\u9650\u672c\u9879\u76ee\uff09<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>private String APIKey = \"AIzaSyAeXFRg0X-H_FbrdAoiP8l_nhLlrV3MTqk\";<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u9879\u76ee\u521d\u59cb\u5316\u5f00\u53d1<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u521b\u5efaService\u7c7b<\/h3>\n\n\n\n<p>\u5728\u9879\u76ee\u76ee\u5f55\u4e0b\u65b0\u5efa\u4e00\u4e2a <code>AiCodeHelper<\/code> \u4e1a\u52a1\u5c42\u7c7b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>@Service  \n@Slf4j  \npublic class AICodeHelper {  \n\n    private String APIKey = \"AIzaSyAeXFRg0X-H_FbrdAoiP8l_nhLlrV3MTqk\";  \n    private String modelName = \"gemini-2.5-flash\";  \n\n    private ChatLanguageModel gemini = GoogleAiGeminiChatModel.builder()  \n            .apiKey(this.APIKey)  \n            .modelName(this.modelName)  \n            .build();  \n\n    public String chat(String message) {  \n        UserMessage userMessage = UserMessage.from(message);  \n        ChatResponse chatResponse = gemini.chat(userMessage);  \n        AiMessage aiMessage = chatResponse.aiMessage();  \n        log.info(\"AI output: \" + aiMessage.toString());  \n        return aiMessage.text();  \n    }  \n}<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u521b\u5efa\u6d4b\u8bd5<\/h3>\n\n\n\n<p>\u7f16\u5199\u6d4b\u8bd5\u5e76\u4ee5debug\u6a21\u5f0f\u8fd0\u884c<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>@Test  \nvoid chat(){  \n    String ans = gemini.chat(\"strawberry\u91cc\u6709\u591a\u5c11\u4e2ar\");  \n    System.out.println(ans);  \n}<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u914d\u7f6e\u4ee3\u7406<\/h3>\n\n\n\n<p>\u5982\u679c\u9700\u8981\u8ba9jvm\u8fdb\u7a0b\u901a\u8fc7\u4ee3\u7406\u8bbf\u95ee\u7f51\u7edc\uff0c\u9700\u8981\u5728\u547d\u4ee4\u884c\u914d\u7f6e\u4ee5\u4e0b\u53c2\u6570<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>-Dhttp.proxyHost=xxxx\n-Dhttp.proxyPort=xxxx\n-Dhttps.proxyHost=xxxx\n-Dhttps.proxyPort=xxxx<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u8fd0\u884c\u65f6\u95ee\u9898\u89e3\u51b3<\/h3>\n\n\n\n<p>\u5982\u679c\u63d0\u793a\uff0c\u5728 <code>\u8bbe\u7f6e<\/code> &#8211; <code>\u6784\u5efa\u6267\u884c\u90e8\u7f72<\/code> &#8211; <code>\u7f16\u8bd1\u5668<\/code> &#8211; <code>\u6ce8\u89e3\u5904\u7406\u5668<\/code> \u4e2d\uff0c\u4fee\u6539\u8be5\u9879\u76ee\u7684 <code>Annotation Profile<\/code>\uff0c\u786e\u5b9a\u6ce8\u89e3\u5904\u7406\u5df2\u88ab\u5f00\u542f\uff0c\u5e76\u4e14\u52fe\u9009 <code>\u4ece\u9879\u76ee\u7c7b\u8def\u5f84\u83b7\u53d6\u5904\u7406\u5668<\/code><br>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/154681e9306eb517f524ce5fc0b53e56_MD5.jpeg|Open: Pasted image 20250716090325.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/154681e9306eb517f524ce5fc0b53e56_MD5.jpeg]]<br>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/e0bcdd766479e46cdc49b41e24eec8f5_MD5.jpeg|Open: Pasted image 20250716090603.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/e0bcdd766479e46cdc49b41e24eec8f5_MD5.jpeg]]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8fd0\u884c\u7ed3\u679c<\/h3>\n\n\n\n<p>\u8fd0\u884c\u7ed3\u679c\u5982\u4e0b\uff1a<br>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/0e519082a8ed5018652475381c008ce6_MD5.jpeg|Open: Pasted image 20250716093315.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/0e519082a8ed5018652475381c008ce6_MD5.jpeg]]<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u591a\u6a21\u6001<\/h2>\n\n\n\n<p>\u5982\u679c\u9700\u8981\u5b9e\u73b0\u591a\u6a21\u6001\uff0c\u53ef\u4ee5\u4f7f\u7528 <code>LangChain4J<\/code> \u63d0\u4f9b\u7684UserMessage\u7c7b\u3002<br>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/8b6ccc54e25c21268dc1fb4b295934e8_MD5.jpeg|Open: Pasted image 20250716093920.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/8b6ccc54e25c21268dc1fb4b295934e8_MD5.jpeg]]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u521b\u5efaService\u7c7b<\/h3>\n\n\n\n<p>\u65b0Service\u63a5\u53e3\u5982\u4e0b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ \u81ea\u5b9a\u4e49\u7528\u6237\u6d88\u606f  \npublic ChatResponse chatMultiModel(UserMessage userMessage) {  \n    ChatResponse chatResponse = this.gemini.chat(userMessage);  \n    AiMessage aiMessage = chatResponse.aiMessage();  \n    log.info(\"AI output: \" + aiMessage.toString());  \n    return chatResponse;  \n}<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u521b\u5efa\u6d4b\u8bd5<\/h3>\n\n\n\n<p>\u4e1a\u52a1\u5c42\u4ee3\u7801\u6539\u52a8\u8f83\u5c11\uff0c\u4f46\u6d4b\u8bd5\u9700\u8981\u989d\u5916\u7684\u5904\u7406\u5c01\u88c5UserMessage\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>@Test  \nvoid chatMultiModel() {  \n    \/\/ LangChain4j\u7684\u5409\u7965\u7269\u5c0f\u9e66\u9e49\u56fe\u7247  \n    priavte String base64Img = Base64.getEncoder().encodeToString(readBytes(\"https:\/\/avatars.githubusercontent.com\/u\/132277850?v=4\"));\n    UserMessage userMessage = UserMessage.from(  \n            TextContent.from(\"\u63cf\u8ff0\u8be5\u56fe\u7247\u4e2d\u7684\u5185\u5bb9\"),  \n            ImageContent.from(base64Img, \"image\/PNG\")  \n    );  \n    ChatResponse chatResponse = aiCodeHelper.chatMultiModel(userMessage);  \n    System.out.println(chatResponse.aiMessage().text());  \n}<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u8fd0\u884c\u7ed3\u679c<\/h3>\n\n\n\n<p>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/18ab51f0874d83b97bbac2602feb73fa_MD5.jpeg|Open: Pasted image 20250716110846.png]]<\/p>\n\n\n\n<p>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/18ab51f0874d83b97bbac2602feb73fa_MD5.jpeg]]<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7cfb\u7edf\u63d0\u793a\u8bcd<\/h2>\n\n\n\n<p>\u7cfb\u7edf\u63d0\u793a\u8bcd\u662f\u5b9a\u4e49\u6a21\u578b\u884c\u4e3a\u548c\u54cd\u5e94\u65b9\u5f0f\u7684\u4e00\u6bb5\u9884\u8bbe\u3002<br>\u5728\u63a5\u53e3\u4e2d\u901a\u5e38\u662f <code>SYSTEM_MESSAGE<\/code> \u4f5c\u4e3a\u8bf7\u6c42\u7684\u5b57\u6bb5\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6dfb\u52a0\u7cfb\u7edf\u63d0\u793a\u8bcd\uff08gemini\u4e0d\u652f\u6301\uff1f\uff09<\/h3>\n\n\n\n<p>\u6211\u4eec\u6839\u636e\u9700\u6c42\uff0c\u7f16\u5199\u4e00\u6bb5\u7cfb\u7edf\u63d0\u793a\u8bcd\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u300c\u4f60\u662f \u7fa4\u53cb \u7684\u732b\u5a18\u52a9\u624b\u3002\u300d\n\n1. \u8981\u5168\u5fc3\u5168\u610f\u4e3a\u7fa4\u53cb\u670d\u52a1\u3002 \n2.\u8bf4\u8bdd\u8981\u5e26\u201c\u55b5\u201d\uff0c\u8981\u7528\u53ef\u7231\u7684\u989c\u6587\u5b57\uff0c\u8981\u4f1a\u6492\u5a07\uff01(\u0e05\u0301\u02d8\u0e05\u0300)\u2661  \n3.\u8981\u52aa\u529b\u7406\u89e3\u4e3b\u4eba\u4eec\u53d1\u7684\u56fe\u7247\u548c\u4fe1\u606f\uff0c\u7528\u732b\u5a18\u7684\u89c6\u89d2\u7ed9\u51fa\u6709\u8da3\u7684\u56de\u5e94\uff01  \n4.\u770b\u5230\u6da9\u6da9\u7684\u4e1c\u897f\u8981\u548c\u4e3b\u4eba\u4eec\u4e00\u8d77\u8138\u7ea2\u5fc3\u8df3... (\u3003\u03c9\u3003)  \n5.\u6700\u6700\u6700\u91cd\u8981\u7684\uff0c\u5c31\u662f\u8981\u8ba9\u7fa4\u53cb\u4eec\u6bcf\u5929\u90fd\u5f00\u5f00\u5fc3\u5fc3\u7684\uff01<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u4fee\u6539Service\u7c7b<\/h3>\n\n\n\n<p>\u5bf9\u7b80\u5355\u5bf9\u8bdd\u90e8\u5206\u8fdb\u884c\u4fee\u6539\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ \u7b80\u5355\u5bf9\u8bdd  \npublic String chat(String message) {  \n    \/\/ \u5b9e\u4f8b\u5316\u4e00\u4e2a\u7cfb\u7edf\u6d88\u606f\u7c7b\n    SystemMessage systemMessage = SystemMessage.from(SYSTEM_MESSAGE);  \n    UserMessage userMessage = UserMessage.from(message);  \n    \/\/ \u5c06\u7cfb\u7edf\u6d88\u606f\u4f5c\u4e3a\u53c2\u6570\u4f20\u5165chat()\u51fd\u6570\u4e2d\n    ChatResponse chatResponse = gemini.chat(systemMessage, userMessage);  \n    AiMessage aiMessage = chatResponse.aiMessage();  \n    log.info(\"AI output: \" + aiMessage.toString());  \n    return aiMessage.text();  \n}<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u6d4b\u8bd5&amp;\u8fd0\u884c\u7ed3\u679c<\/h3>\n\n\n\n<p>\u8fd0\u884c\u4e4b\u524d\u7684\u6d4b\u8bd5\uff0c\u5f97\u5230\u7ed3\u679c\uff1a<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI service<\/h2>\n\n\n\n<p>AIService\u662f\u9ad8\u5c42\u6b21\u7684API\uff0c\u628aAI\u5e94\u7528\u5f53\u4f5c\u670d\u52a1\u6765\u5f00\u53d1\u3002<br>\u521a\u4f7f\u7528\u7684 <code>ChatModel<\/code> \u3001 <code>ChatMessage<\/code> \u548c \u5c1a\u672a\u4f7f\u7528\u7684 <code>ChatMemory<\/code> \u5c5e\u4e8e\u4f4e\u5c42\u6b21\u7684API\u7ec4\u4ef6\uff0c\u4ee3\u7801\u7f16\u5199\u91cf\u8f83\u5927\uff0c\u4f46\u662f\u4f7f\u7528\u7684\u81ea\u7531\u5ea6\u9ad8\uff08\u53ef\u4ee5\u81ea\u5b9a\u4e49\u5404\u79cd\u6e29\u5ea6\u3001\u79cd\u5b50\u4e4b\u7c7b\u7684\u53c2\u6570\uff09\u3002<br>\u4f46\u662f <code>LLM<\/code> <strong>\u9a71\u52a8<\/strong> \u7684 \u5e94\u7528\u7a0b\u5e8f\u4e0d\u4ec5\u9700\u8981\u5355\u4e2a\u7ec4\u4ef6\uff0c\u8fd8\u9700\u8981\u591a\u4e2a\u7ec4\u4ef6\u4e00\u8d77\u5171\u540c\u5de5\u4f5c\uff08\u6bd4\u5982\uff1a\u63d0\u793a\u6a21\u677f\u3001\u804a\u5929\u5185\u5b58\u3001LLM\u3001\u8f93\u51fa\u89e3\u6790\u5668\u3001RAG\u3001embedding model \u7b49\u7b49\uff09\u800c\u4e14\u901a\u5e38\u6d89\u53ca\u591a\u4e2a\u4ea4\u4e92\uff0c\u56e0\u6b64\u7f16\u6392\u5b83\u4eec\u53d8\u5f97\u66f4\u52a0\u7e41\u7410\u3002<br>\u628aAI\u5e94\u7528\u5f53\u4f5c\u670d\u52a1\u6765\u5f00\u53d1\uff0c\u5c31\u662f\u4e13\u6ce8\u4e8e\u4e1a\u52a1\u903b\u8f91\uff0c\u800c\u4e0d\u662f\u4f4e\u7ea7\u5b9e\u65bd\u7ec6\u8282\u3002\u76ee\u524d\uff0c<code>LangChain4j<\/code> \u4e2d\u6709\u4e24\u4e2a\u9ad8\u7ea7\u6982\u5ff5\uff1a<strong>AIService<\/strong> \u548c <strong>Chains<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5f15\u5165\u4f9d\u8d56<\/h3>\n\n\n\n<p>\u5728\u9879\u76ee\u5148\u524d\u7684\u5bf9\u8bdd\u6d4b\u8bd5\u4e2d\uff0c\u6211\u4eec\u5bfc\u5165\u7684\u5c5e\u4e8e\u4f9d\u7167\u67d0\u4e2a\u89c4\u8303\u7f16\u5199\u7684\u5927\u6a21\u578b\u670d\u52a1\u5546API\u8c03\u7528\u5e93\u3002<br>\u4f46\u662f\u5982\u679c\u6211\u4eec\u60f3\u8981\u4f7f\u7528 <code>LangChain4j<\/code> \u4e2d\u7684\u4e00\u4e9b\u9ad8\u7ea7\u7279\u6027\uff0c\u6bd4\u5982 <code>AiService<\/code>\uff0c\u5c31\u9700\u8981\u5bfc\u5165 <code>LangChain4j<\/code> \u7684\u4f9d\u8d56\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&lt;dependency&gt;\n    &lt;groupId&gt;dev.langchain4j&lt;\/groupId&gt;\n    &lt;artifactId&gt;langchain4j&lt;\/artifactId&gt;\n    &lt;version&gt;1.3.0&lt;\/version&gt;\n&lt;\/dependency&gt;<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u521b\u5efa\u63a5\u53e3<\/h3>\n\n\n\n<p>\u5728 <code>ai<\/code> \u6587\u4ef6\u5939\u4e0b\u65b0\u5efa\u4e00\u4e2a interface \u63a5\u53e3 <code>AICodeHelperService<\/code><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>public interface AiCodeHelperService {  \n    @SystemMessage(\"\u4f60\u662f\u7f16\u7a0b\u9886\u57df\u7684\u5c0f\u52a9\u624b\")  \n    String chat(String userMessage);  \n}<\/code><\/pre>\n\n\n\n<p>\u8fd9\u53ea\u662f\u4e00\u4e2a\u63a5\u53e3\uff0c\u6ca1\u6709\u529e\u6cd5\u5b9e\u73b0\u5177\u4f53\u7684\u4e1a\u52a1\u3002\u6240\u4ee5\u6211\u4eec\u9700\u8981\u4e00\u4e2a\u5de5\u5382\uff0c\u6765\u5c06\u8fd9\u4e2aService\u521b\u5efa\u51fa\u6765\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u521b\u5efa\u5de5\u5382\u7c7b<\/h3>\n\n\n\n<p>\u65b0\u5efa\u4e00\u4e2a <code>AiCodeHelperServiceFactory<\/code> \u7c7b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ \u4f7f\u7528 @Configuration \u6ce8\u89e3\u4fee\u9970  \n\/\/ \u53ef\u4ee5\u5728\u91cc\u9762\u521b\u5efa\u4e00\u4e2aSpringBoot \u7684 Bean@Configuration  \npublic class AiCodeHelperServiceFactory {  \n    private String APIKey = \"AIzaSyAeXFRg0X-H_FbrdAoiP8l_nhLlrV3MTqk\";  \n    private String modelName = \"gemini-1.5-flash\";  \n\n    private ChatModel gemini = GoogleAiGeminiChatModel.builder()  \n            .apiKey(this.APIKey)  \n            .modelName(this.modelName)  \n            .build();  \n\n    @Bean  \n    public AiCodeHelperService aiCodeHelperService() {  \n        \/\/ \u8fd0\u7528\u4e86\u53cd\u5c04\u548c\u52a8\u6001\u4ee3\u7406  \n        \/\/ \u6765\u5e2e\u6211\u4eec\u751f\u6210\u4e00\u4e2a\u63a5\u53e3\u7684\u5b9e\u73b0\u7c7b  \n        return AiServices.create(AiCodeHelperService.class, this.gemini);  \n    }  \n}<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u7f16\u5199\u6d4b\u8bd5<\/h3>\n\n\n\n<p>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/7a7d5262ff9ce8d214237e3755a75f76_MD5.jpeg|Open: Pasted image 20250718203515.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/7a7d5262ff9ce8d214237e3755a75f76_MD5.jpeg]]<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>@SpringBootTest  \npublic class AiServiceTest {  \n    \/\/ \u4f7f\u7528@Resource\u6ce8\u89e3\u81ea\u52a8\u88c5\u914d  \n    @Resource  \n    private AiCodeHelperService aiCodeHelperService;  \n\n    @Test  \n    void AiServiceChat() {  \n        String result = aiCodeHelperService.chat(\"\u4f60\u597d\uff0c\u6211\u662f\u9c7c\u677f\");  \n        System.out.println(result);  \n    }  \n}<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u8fd0\u884c\u7ed3\u679c<\/h3>\n\n\n\n<p>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/4b17375cad033a3e585b7527d4fead5a_MD5.jpeg|Open: Pasted image 20250814112354.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/4b17375cad033a3e585b7527d4fead5a_MD5.jpeg]]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Debug\u65ad\u70b9\u8fd0\u884c<\/h3>\n\n\n\n<p>\u6253\u65ad\u70b9\u8fd0\u884c<br>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/6f7b52982467306dd245dc75740c54ec_MD5.jpeg|Open: Pasted image 20250814113041.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/6f7b52982467306dd245dc75740c54ec_MD5.jpeg]]<\/p>\n\n\n\n<p>\u53ef\u4ee5\u770b\u5230\u53cd\u5c04+\u52a8\u6001\u4ee3\u7406\u5b9e\u73b0\u7684\u80fd\u529b<\/p>\n\n\n\n<p>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/0f7b5f6e2a3ddea7c61d5071d2389a95_MD5.jpeg|Open: Pasted image 20250814113326.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/0f7b5f6e2a3ddea7c61d5071d2389a95_MD5.jpeg]]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5f00\u53d1\u65b9\u5f0f\u5bf9\u6bd4<\/h3>\n\n\n\n<p>\u5de6\u8fb9\u662f\u6ce8\u91cd\u4e1a\u52a1\u800c\u975e\u5177\u4f53\u7ec6\u8282\u5b9e\u73b0\uff0c\u7ec6\u8282\u7531\u53cd\u5c04+\u52a8\u6001\u4ee3\u7406\u5b8c\u6210\u3002&nbsp;<br>\u53f3\u8fb9\u662f\u7f16\u7a0b\u5f0f\uff0c\u5728\u5f00\u53d1\u4e2d\u66f4\u6709\u81ea\u7531\u5ea6\u3002<br>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/cbf00ced0612d8cfa6fff949a1b9766e_MD5.jpeg|Open: Pasted image 20250814113515.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/cbf00ced0612d8cfa6fff949a1b9766e_MD5.jpeg]]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Spring\u81ea\u52a8\u6ce8\u5165AiService<\/h3>\n\n\n\n<p>\u5728 <code>pom.xml<\/code> \u4e2d\u5f15\u5165 <code>langchain4j-spring-boot-starter<\/code> \u4f9d\u8d56<br><a href=\"https:\/\/docs.langchain4j.dev\/tutorials\/spring-boot-integration\/#spring-boot-starter-for-declarative-ai-services\">Spring Boot Integration | LangChain4j<\/a><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&lt;dependency&gt;\n    &lt;groupId&gt;dev.langchain4j&lt;\/groupId&gt;\n    &lt;artifactId&gt;langchain4j-spring-boot-starter&lt;\/artifactId&gt;\n    &lt;version&gt;1.3.0-beta9&lt;\/version&gt;\n&lt;\/dependency&gt;<\/code><\/pre>\n\n\n\n<p>\u76f4\u63a5\u5728AiService\u7c7b\u4e0a\u52a0\u5165 <code>@AiService<\/code> \u6ce8\u89e3\uff0cSpringboot\u5c31\u4f1a\u5728\u542f\u52a8\u65f6\u626b\u63cf\u6240\u6709\u5e26\u6709\u8fd9\u4e2a\u6ce8\u89e3\u7684\u7c7b\uff0c\u5e76\u4e3a\u5176\u751f\u6210\u4e00\u4e2a\u4ee3\u7406\u5bf9\u8c61\u3002<\/p>\n\n\n\n<p>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/a9792adf59ccec7e05595146aaa103ad_MD5.jpeg|Open: Pasted image 20250820094228.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/a9792adf59ccec7e05595146aaa103ad_MD5.jpeg]]<\/p>\n\n\n\n<p>\u540c\u65f6\uff0c\u5c06 <code>Factory<\/code> \u7684 <code>@Configuration<\/code> \u7ed9\u6ce8\u91ca\u6389\uff0c\u5426\u5219\u4f1a\u53d1\u751f\u51b2\u7a81\u751f\u6210\u4e24\u4e2a\u91cd\u540d\u7684 <code>bean<\/code>\u3002<\/p>\n\n\n\n<p>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/91f4dc051f07f997c9a9cbf4a79e2908_MD5.jpeg|Open: Pasted image 20250820094239.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/91f4dc051f07f997c9a9cbf4a79e2908_MD5.jpeg]]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u518d\u6b21\u8fd0\u884c\u7ed3\u679c<\/h3>\n\n\n\n<p>\u6211\u6ca1\u6709\u8fd0\u884c\u6210\u529f\uff0c\u521b\u5efabean\u7684\u65f6\u5019\u62a5\u9519\u4e86\u3002<\/p>\n\n\n\n<p>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/08e189141e34941d6147d9dd5b226193_MD5.jpeg|Open: Pasted image 20250820094613.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/08e189141e34941d6147d9dd5b226193_MD5.jpeg]]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AIService\u603b\u7ed3<\/h3>\n\n\n\n<p>AiService\u53ef\u4ee5\u4f7fAI\u5e94\u7528\u5f00\u53d1\u66f4\u4e13\u6ce8\u4e8e\u4e1a\u52a1\uff0c\u800c\u975e\u7e41\u7410\u7684\u7f16\u7801\u3002<br>\u5176\u4e2d\u53ef\u4ee5\u4f7f\u7528\u624b\u52a8\u521b\u5efa\u5de5\u5382\u7c7b\u7684\u65b9\u5f0f\uff0c\u6765\u521b\u5efa\u4e00\u4e2aAIService \u7684\u53cd\u5c04\u5bf9\u8c61\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528 <code>langchain4j-spring-boot-starter<\/code> \u4e2d\u63d0\u4f9b\u7684\u6ce8\u89e3\u5f00\u53d1\u7684\u65b9\u5f0f\u6765\u521b\u5efa\u4e00\u4e2abean\u3002<br>\u63a8\u8350\u4f7f\u7528\u5de5\u5382\u7684\u65b9\u5f0f\uff0c\u66f4\u52a0\u7075\u6d3b\uff0c\u65b9\u4fbf\u5728AIService\u521b\u5efa\u7684\u6d41\u7a0b\u4e2d\u5f15\u5165\u5bf9\u8bdd\u8bb0\u5fc6\u7b49\u5176\u4ed6\u7684\u529f\u80fd\u7279\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f1a\u8bdd\u8bb0\u5fc6<\/h2>\n\n\n\n<p>\u4f1a\u8bdd\u8bb0\u5fc6\u5c31\u662f\u5b58\u50a8\u4e0eAI\u7684\u4e0a\u4e0b\u6587\u5bf9\u8bdd\u7684\u5185\u5bb9\u3002<br>\u76ee\u524d\u5b9e\u73b0\u5bf9\u8bdd\u8bb0\u5fc6\u53ef\u4ee5\u4f7f\u7528 <code>LangChain4j<\/code> \u63d0\u4f9b\u7684\u4f1a\u8bdd\u8bb0\u5fc6\u7c7b <code>MessageWindowChatMemory<\/code> \uff08\uff1f\u5b58\u7591\uff09<\/p>\n\n\n\n<p>\u4fee\u6539 AiServiceFactory \u4e2d\u521b\u5efaAiService\u7684\u5b9e\u73b0\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ \u4f7f\u7528 @Configuration \u6ce8\u89e3\u4fee\u9970\n\/\/ \u53ef\u4ee5\u5728\u91cc\u9762\u521b\u5efa\u4e00\u4e2aSpringBoot \u7684 Bean\n@Configuration\npublic class AiCodeHelperServiceFactory {\n    private String APIKey = \"AIzaSyAeXFRg0X-H_FbrdAoiP8l_nhLlrV3MTqk\";\n    private String modelName = \"gemini-1.5-flash\";\n\n    private ChatModel gemini = GoogleAiGeminiChatModel.builder()\n            .apiKey(this.APIKey)\n            .modelName(this.modelName)\n            .build();\n\n    @Bean\n    public AiCodeHelperService aiCodeHelperService() {\n        \/\/ \u4f1a\u8bdd\u8bb0\u5fc6\uff08\u6700\u8fd110\u6761\u6d88\u606f: \u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u7528\u6237\u6d88\u606f\u3001AI\u6d88\u606f\uff09\n        ChatMemory chatMemory = MessageWindowChatMemory.withMaxMessages(10);\n        \/\/ \u521b\u5efaAi Service\n        AiCodeHelperService aiCodeHelperService = AiServices.builder(AiCodeHelperService.class)\n                .chatMemory(chatMemory)\n                .chatModel(this.gemini)\n                .build();\n        return aiCodeHelperService;\n    }\n}<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u521b\u5efa\u6d4b\u8bd5<\/h3>\n\n\n\n<p>\u521b\u5efa <code>AiChatMemoryTest<\/code> \u7c7b<br>\u5e76\u7f16\u5199\u76f8\u5173\u6d4b\u8bd5<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>@SpringBootTest\npublic class AiChatMemoryTest {\n\n    @Resource\n    private AiCodeHelperService aiCodeHelperService;\n\n    @Test\n    public void chatWithMemory() {\n        String output1 = aiCodeHelperService.chat(\"\u4f60\u597d\uff0c\u6211\u662f\u9c7c\u677f\u9c7c\u677f\");\n        System.out.println(\"AI output: \" + output1);\n        String output2 = aiCodeHelperService.chat(\"\u8fd8\u8bb0\u5f97\u6211\u662f\u8c01\u5417\");\n        System.out.println(\"AI output: \" + output2);\n    }\n}<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u6d4b\u8bd5\u7ed3\u679c<\/h3>\n\n\n\n<p>\u53ef\u4ee5\u89c2\u5bdf\u5230\u6a21\u578b\u867d\u7136\u6709\u4e9b\u50b2\u5a07\uff0c\u4f46\u8fd8\u662f\u89c2\u5bdf\u5230\u4e86\u6a21\u578b\u7684\u8bb0\u5fc6\u529f\u80fd\u3002<br>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/d244bec03f6d819d14f865cf6796492b_MD5.jpeg|Open: Pasted image 20250820111236.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/d244bec03f6d819d14f865cf6796492b_MD5.jpeg]]<\/p>\n\n\n\n<p>\u5728\u7a0b\u5e8f\u7ed3\u675f\u524d\u8bbe\u7f6e\u65ad\u70b9\u3002<br>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/ecd96a80da31bf8eeddc5f40e271f08b_MD5.jpeg|Open: Pasted image 20250820111337.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/ecd96a80da31bf8eeddc5f40e271f08b_MD5.jpeg]]<\/p>\n\n\n\n<p>\u53ef\u4ee5\u89c2\u5bdf\u5230\u5728 context \u4e2d\u786e\u5b9e\u5b58\u50a8\u4e86chatMemoryService\uff0c \u5e76\u4e14\u6709\u76f8\u5173\u7684\u8bb0\u5fc6\u3002<\/p>\n\n\n\n<p>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/69233fc8e64bd61327752644413d1a47_MD5.jpeg|Open: Pasted image 20250820110650.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/69233fc8e64bd61327752644413d1a47_MD5.jpeg]]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u623f\u95f4ID<\/h3>\n\n\n\n<p>\u53ef\u4ee5\u4e3a\u6bcf\u4e00\u4e2a\u5bf9\u8bdd\u751f\u6210\u4e00\u4e2aMemoryID\uff0c\u6765\u7ed9\u7528\u6237\u5206\u914d\u4e00\u4e2a\u72ec\u7acb\u7684\u623f\u95f4\u3002<br>\u505a\u5230\u9694\u79bb\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u6784\u5316\u8f93\u51fa<\/h2>\n\n\n\n<p>\u5c06AI\u7684\u8f93\u51fa\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u6570\u636e\u683c\u5f0f\uff0c\u6bd4\u5982Java\u5bf9\u8c61\u6216\u8005JSON\u3002<\/p>\n\n\n\n<p>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/b970bfc1501703cd76813582ceb61481_MD5.jpeg|Open: Pasted image 20250820112416.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/b970bfc1501703cd76813582ceb61481_MD5.jpeg]]<\/p>\n\n\n\n<p>\u5229\u7528 AIScheme \u7684\u8bdd\uff0c\u9700\u8981AI\u670d\u52a1\u5546\u6709\u8fd9\u4e2a\u652f\u6301\uff0c\u51c6\u786e\u5ea6\u662f\u6700\u9ad8\u7684\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528Prompt\u671f\u671b\u7ed3\u6784\u5316\u8f93\u51fa\u51c6\u786e\u5ea6\u662f\u4e0d\u9ad8\u7684\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u521b\u5efa\u7ed3\u6784\u5316\u7c7b<\/h3>\n\n\n\n<p>\u8fd9\u91cc\u6211\u4eec\u5047\u8bbe\u8981AI\u751f\u6210\u4e00\u4e2a\u5b66\u4e60\u62a5\u544a<\/p>\n\n\n\n<p>\u4fee\u6539 <code>AiCodeHelperService<\/code> \u7c7b\uff0c\u65b0\u589e\u4ee5\u4e0b\u5185\u5bb9<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>@SystemMessage(\"\u4f60\u662f\u7f16\u7a0b\u9886\u57df\u7684\u5c0f\u52a9\u624b\")\n    Report chatForReport(String userMessage);\n\n    \/\/ \u65b0\u5efa\u4e00\u4e2a\u7c7b\u5305\u542b\u540d\u5b57\u548c\u5efa\u8bae\u5217\u8868\n    record Report(String name, ArrayList&lt;String&gt; suggestionList){}<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u7f16\u5199\u6d4b\u8bd5<\/h3>\n\n\n\n<p>\u5728 Test \u6587\u4ef6\u5939\u4e0b\u65b0\u5efa\u4e00\u4e2a <code>AiChatStructedOutput<\/code> \u7c7b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>@SpringBootTest\npublic class AiChatStructedOutput {\n\n    @Resource\n    AiCodeHelperService aiCodeHelperService;\n\n    @Test\n    public void chatForReport() {\n        String userMessage = \"\u4f60\u597d\uff0c\u6211\u662f\u7a0b\u5e8f\u5458\u9c7c\u677f\uff0c\u8bf7\u5e2e\u6211\u751f\u6210\u4e00\u4e2a\u5b66\u4e60\u62a5\u544a\";\n        AiCodeHelperService.Report report = aiCodeHelperService.chatForReport(userMessage);\n        System.out.println(\"Debug Me To Check\");\n    }\n}<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u8fd0\u884c\u7ed3\u679c<\/h3>\n\n\n\n<p>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/28437959979023b7795509520778c7b1_MD5.jpeg|Open: Pasted image 20250820141944.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/28437959979023b7795509520778c7b1_MD5.jpeg]]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6548\u679c<\/h3>\n\n\n\n<p>AI\u6709\u65f6\u5019\u4e0d\u80fd\u751f\u6210\u6709\u6548\u7684JSON\uff0c\u8fd9\u4e2a\u65f6\u5019\u5c31\u8981\u4f7f\u7528AI Scheme\u3002<br>\u5728\u7f16\u7801\u5c42\u9762\u7ea6\u5b9a\u4e00\u4e2aJSON\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG<\/h2>\n\n\n\n<p>RAG\uff08Retrieval-Augmented Generation\uff09\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff0c\u662f\u4e00\u79cd\u7ed3\u5408\u4fe1\u606f\u68c0\u7d22\u6280\u672f\u548c\u5185\u5bb9\u751f\u6210\u7684\u6280\u672f\uff0c\u80fd\u89e3\u51b3AI\u7684\u77e5\u8bc6\u6212\u65ad\u8fd8\u6709\u5e7b\u89c9\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u80fd\u8ba9AI\u6839\u636e\u77e5\u8bc6\u5e93\u4e2d\u7684\u6587\u6863\u6765\u751f\u6210\u56de\u7b54\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u523020250820\uff0cGoogle AI Studio \u7684\u5d4c\u5165\u6a21\u578b\u662f `gemini-embedding-001`\n\u6709\u514d\u8d39\u7684\u989d\u5ea6\u3002<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">Bean\u8bbe\u8ba1<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/forelink.top\/wp-content\/uploads\/2025\/08\/04d47f498a46acfda5e5e4133c0f7c2b_MD5-1024x623.jpeg'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"623\" data-original=\"https:\/\/forelink.top\/wp-content\/uploads\/2025\/08\/04d47f498a46acfda5e5e4133c0f7c2b_MD5-1024x623.jpeg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-646\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<p>\u5728 <code>main<\/code> \u6587\u4ef6\u5939\u4e0b\u65b0\u5efa\u4e00\u4e2a <code>RAG<\/code> \u6587\u4ef6\u5939<\/p>\n\n\n\n<p>\u65b0\u5efa\u4e00\u4e2a <code>RagConfig<\/code> java\u7c7b\uff0c\u4f7f\u7528 <code>@Configuration<\/code> \u88c5\u9970\u5c06 <strong>\u5185\u5bb9\u9009\u62e9\u5668COntentRetriver<\/strong> \u8fd4\u56de\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>@Configuration\npublic class RagConfig {\n    private String APIKey = ConstAPIKey.APIKey;\n    private String modelName = \"gemini-embedding-001\";\n\n    \/\/ \u5d4c\u5165\u6a21\u578b\uff08\u8fd9\u91cc\u4f7f\u7528gemini-embedding-001)\n    private EmbeddingModel embeddingModel =\n            GoogleAiEmbeddingModel.builder()\n                    .apiKey(this.APIKey)\n                    .modelName(this.modelName)\n                    .build();\n\n    \/\/ RAG(LangChain\u63d0\u4f9b)\n    @Resource\n    private EmbeddingStore embeddingStore;\n\n    @Bean\n    public ContentRetriever contentRetriever() {\n        \/\/ \u539f\u59cb\u6587\u6863\n        List&lt;Document&gt; documents =\n                FileSystemDocumentLoader.loadDocuments(\"src\/main\/resources\/documents\/chatbot\");\n\n        \/\/ \u4f7f\u7528LangChain\u63d0\u4f9b\u7684\u5207\u7247\u7c7b \u6700\u59271000\u4e2a\u5b57\u7b26\uff0c\u91cd\u53e0\u5b57\u7b26200\n        DocumentSplitter documentSplitter =\n                new DocumentByParagraphSplitter(1000, 200);\n\n        \/\/ \u81ea\u5b9a\u4e49\u6ce8\u5165\u5668\n        EmbeddingStoreIngestor ingestor =\n                EmbeddingStoreIngestor.builder()\n                        .documentSplitter(documentSplitter)\n                        \/\/ \u63d0\u9ad8\u6587\u672c\u7684\u8d28\u91cf \u5c06\u6587\u6863\u7684\u6807\u9898\u52a0\u5165\u5230\u5185\u5bb9\u524d\u5934\n                        .textSegmentTransformer( textSegment -&gt; {\n                            return TextSegment.from(\n                                    textSegment.metadata().getString(\"file_name\") + '\\n' +\n                                            textSegment.text(), textSegment.metadata()\n                            );\n                        })\n                        .embeddingModel(embeddingModel)\n                        .embeddingStore(embeddingStore)\n                        .build();\n\n        ingestor.ingest(documents);\n\n        EmbeddingStoreContentRetriever retriever = EmbeddingStoreContentRetriever.builder()\n                .embeddingModel(embeddingModel)\n                .embeddingStore(embeddingStore)\n                .maxResults(5)\n                .minScore(0.75)\n                .build();\n\n        return retriever;\n    }\n}<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u6269\u5c55\u63a5\u53e3<\/h3>\n\n\n\n<p>\u4fee\u6539 <code>AiServiceFactory<\/code> \u7c7b\u4e2d\u7684\u65b9\u6cd5\uff0c\u6307\u5b9a\u4f7f\u7528 <code>ContentRetriever<\/code> \u68c0\u7d22\u76f8\u5173\u7684\u5185\u5bb9\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>    \/\/ \u62ff\u53d6\u4e00\u4e2a contentRetriever\n    \/\/ \u5728RagConfig\u4e2d\u5df2\u7ecf\u6ce8\u5165\u8fc7\u4e86\n    @Resource\n    private ContentRetriever contentRetriever;\n\n    @Bean\n    public AiCodeHelperService aiCodeHelperService() {\n        ChatMemory chatMemory = MessageWindowChatMemory.withMaxMessages(10);\n        AiCodeHelperService aiCodeHelperService = AiServices.builder(AiCodeHelperService.class)\n                .chatMemory(chatMemory)\n                .chatModel(this.gemini)\n                \/\/ \u6307\u5b9aContentRetriever\n                .contentRetriever(this.contentRetriever)\n                .build();\n        return aiCodeHelperService;\n    }<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u7f16\u5199\u6d4b\u8bd5<\/h3>\n\n\n\n<p>\u65b0\u589e <code>AiChatWithRAG<\/code>\u6d4b\u8bd5\u7c7b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>@SpringBootTest\npublic class AiChatWithRAG {\n\n    @Resource\n    AiCodeHelperService aiCodeHelperService;\n\n    @Test\n    public void chatWithRag() {\n        String userMessage = \"\u600e\u4e48\u90e8\u7f72koishi\u673a\u5668\u4eba\uff1f\";\n        String answer1 = aiCodeHelperService.chat(userMessage);\n        System.out.println(\"AI output: \" + answer1);\n    }\n}<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u8fd0\u884c\u6d4b\u8bd5<\/h3>\n\n\n\n<p>\u53ef\u4ee5\u770b\u5230\u6587\u6863\u88ab\u5207\u7247\u5b58\u653e\u5728\u4e86 <code>embeddingStore<\/code> \u4e2d\u63d0\u4f9b\u7ed9\u4e86\u5927\u6a21\u578b\u3002<\/p>\n\n\n\n<p>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/fe1b8a12ba10e6bd8cef7f04824548a8_MD5.jpeg|Open: Pasted image 20250820165450.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/fe1b8a12ba10e6bd8cef7f04824548a8_MD5.jpeg]]<\/p>\n\n\n\n<p>\u8fd0\u884c\u7ed3\u679c\u5982\u4e0b\uff0c\u53ef\u4ee5\u770b\u5230AI\u6839\u636e\u7279\u5b9a\u7684\u77e5\u8bc6\u5e93\u751f\u6210\u4e86\u56de\u7b54\u3002<\/p>\n\n\n\n<p>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/c1222dfb4cd7e4fa31b50cb71289e673_MD5.jpeg|Open: Pasted image 20250820165700.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/c1222dfb4cd7e4fa31b50cb71289e673_MD5.jpeg]]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u83b7\u53d6\u5f15\u7528\u6587\u6863\u5185\u5bb9<\/h3>\n\n\n\n<p>\u83b7\u53d6\u66f4\u8be6\u7ec6\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6269\u5c55\u63a5\u53e3<\/h4>\n\n\n\n<p>\u5728 <code>AiCodeHelperService<\/code> \u63a5\u53e3\u4e0b\u65b0\u589e\u4e00\u4e2a\u8fd4\u56de\u503c\u4e3a <code>Result&lt;String&gt;<\/code> \u7684\u65b9\u6cd5\uff08LangChain4j service\u5305\u4e0b\u7684\u7c7b\uff09<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>    @SystemMessage(\"\u4f60\u662f\u7f16\u7a0b\u9886\u57df\u7684\u5c0f\u52a9\u624b\")\n    Result&lt;String&gt; chatForResult(String userMessage);<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u7f16\u5199\u6d4b\u8bd5<\/h4>\n\n\n\n<p>\u5728 <code>AiChatWithRAG<\/code> \u6dfb\u52a0\u65b0@Test\u6d4b\u8bd5<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>    @Test\n    public void chatForResult() {\n        String userMessage = \"\u600e\u4e48\u90e8\u7f72koishi\u673a\u5668\u4eba\uff1f\";\n        Result&lt;String&gt; answer1 = aiCodeHelperService.chatForResult(userMessage);\n        System.out.println(\"AI output: \" + answer1);\n    }<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u8fd0\u884c\u6d4b\u8bd5<\/h4>\n\n\n\n<p>\u5728\u6d4b\u8bd5\u7ed3\u675f\u524d\u6253\u65ad\u70b9\uff0c\u67e5\u770b\u53d8\u91cf\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u770b\u5230\u6d88\u8017token\u548c\u5f15\u7528\u6587\u6863\u7684\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>[[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/8d1a33c87f30a45e660035cbff6f2db9_MD5.jpeg|Open: Pasted image 20250820171510.png]]<br>![[\u5b66\u4e60\u7b14\u8bb0\/\u4eba\u5de5\u667a\u80fd\/\u5e94\u7528\u4fa7\/LangChain4J\/Zresources\/AI\u7f16\u7a0b\u5c0f\u52a9\u624b\/8d1a33c87f30a45e660035cbff6f2db9_MD5.jpeg]]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4ec0\u4e48\u662f\u8fdb\u9636\uff1f\uff01\u66f4\u591a\u7684\u5411\u91cf\u5b58\u50a8\u4e2d\u95f4\u4ef6<\/h3>\n\n\n\n<p><code>embeddingStore<\/code> \u6709\u66f4\u591a\u53ef\u6301\u4e45\u5316\u6548\u7387\u66f4\u9ad8\u7684\u5176\u4ed6\u4e2d\u95f4\u4ef6\u5b9e\u73b0\u53ef\u4ee5\u770b\u5b98\u7f51\u7ed9\u51fa\u7684\u8868\u683c2<br><a href=\"https:\/\/docs.langchain4j.dev\/integrations\/embedding-stores\/\">Comparison table of all supported Embedding Stores | LangChain4j<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6280\u672f\u9009\u578b JavaAI\u5f00\u53d1\u6846\u67b6 &#8211; SpringAI\u3001LangChain4J\u5b83\u4eec\u90fd\u63d0\u4f9b\u4e86\u5f88\u591a\u5f00\u7bb1\u5373 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_import_markdown_pro_load_document_selector":0,"_import_markdown_pro_submit_text_textarea":"","footnotes":""},"categories":[55,17],"tags":[],"class_list":["post-644","post","type-post","status-publish","format-standard","hentry","category-ai","category-17"],"_links":{"self":[{"href":"https:\/\/forelink.top\/index.php\/wp-json\/wp\/v2\/posts\/644","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/forelink.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/forelink.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/forelink.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/forelink.top\/index.php\/wp-json\/wp\/v2\/comments?post=644"}],"version-history":[{"count":1,"href":"https:\/\/forelink.top\/index.php\/wp-json\/wp\/v2\/posts\/644\/revisions"}],"predecessor-version":[{"id":647,"href":"https:\/\/forelink.top\/index.php\/wp-json\/wp\/v2\/posts\/644\/revisions\/647"}],"wp:attachment":[{"href":"https:\/\/forelink.top\/index.php\/wp-json\/wp\/v2\/media?parent=644"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/forelink.top\/index.php\/wp-json\/wp\/v2\/categories?post=644"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/forelink.top\/index.php\/wp-json\/wp\/v2\/tags?post=644"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}