{"id":7968,"date":"2025-05-26T21:09:13","date_gmt":"2025-05-26T13:09:13","guid":{"rendered":"https:\/\/www.talktop.cn\/?p=7968"},"modified":"2025-05-26T21:10:25","modified_gmt":"2025-05-26T13:10:25","slug":"spring-ai%e6%a1%86%e6%9e%b6%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/www.talktop.cn\/?p=7968","title":{"rendered":"Spring AI\u6846\u67b6\u89e3\u6790\uff0cJava\u5f00\u53d1\u8005\u7684AI\u65b0\u5229\u5668"},"content":{"rendered":"\n<p>Spring\u5b98\u65b9\u63a8\u51fa\u4e86<a href=\"https:\/\/spring.io\/projects\/spring-ai\">Spring AI\u6846\u67b6<\/a>\uff0c\u65e8\u5728\u4e3aJava\u5f00\u53d1\u8005\u63d0\u4f9b\u4e00\u4e2a\u7b80\u6d01\u3001\u9ad8\u6548\u7684AI\u96c6\u6210\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<p>Spring AI\u6846\u67b6\u57fa\u4e8eSpring Boot\u548cSpring Data\u7684\u8bbe\u8ba1\u7406\u5ff5\uff0c\u63d0\u4f9b\u4e86\u7edf\u4e00\u7684\u62bd\u8c61\u63a5\u53e3\uff0c\u4f7f\u5f00\u53d1\u8005\u80fd\u591f\u8f7b\u677e\u96c6\u6210\u548c\u5207\u6362\u4e0d\u540c\u7684AI\u6a21\u578b\u548c\u670d\u52a1\uff0c\u800c\u65e0\u9700\u6df1\u5165\u4e86\u89e3\u5e95\u5c42\u5b9e\u73b0\u7ec6\u8282\u3002\u901a\u8fc7Spring AI\u6846\u67b6\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5728\u719f\u6089\u7684Spring\u751f\u6001\u7cfb\u7edf\u4e2d\uff0c\u5feb\u901f\u6784\u5efa\u5177\u5907AI\u80fd\u529b\u7684\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img fetchpriority=\"high\" decoding=\"async\" width=\"910\" height=\"711\" src=\"https:\/\/www.talktop.cn\/wp-content\/uploads\/2025\/05\/image-20.png\" alt=\"\" class=\"wp-image-7970\" style=\"width:500px\" srcset=\"https:\/\/www.talktop.cn\/wp-content\/uploads\/2025\/05\/image-20.png 910w, https:\/\/www.talktop.cn\/wp-content\/uploads\/2025\/05\/image-20-300x234.png 300w, https:\/\/www.talktop.cn\/wp-content\/uploads\/2025\/05\/image-20-768x600.png 768w\" sizes=\"(max-width: 910px) 100vw, 910px\" \/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e00\u3001Spring AI\u6846\u67b6\u6838\u5fc3\u7279\u6027<\/h5>\n\n\n\n<h6 class=\"wp-block-heading\">1. \u591a\u6a21\u578b\u652f\u6301<\/h6>\n\n\n\n<p>Spring AI\u6846\u67b6\u63d0\u4f9b\u4e86\u7edf\u4e00\u7684\u63a5\u53e3\uff0c\u652f\u6301\u591a\u79cd\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u548cAI\u670d\u52a1\uff0c\u5305\u62ecOpenAI\u3001Azure OpenAI\u3001Amazon Bedrock\u3001Hugging Face\u3001Google Vertex AI\u7b49\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u5728\u4e0d\u4fee\u6539\u4e1a\u52a1\u4ee3\u7801\u7684\u60c5\u51b5\u4e0b\uff0c\u8f7b\u677e\u5207\u6362\u4e0d\u540c\u7684\u6a21\u578b\u548c\u670d\u52a1\u63d0\u4f9b\u5546\uff0c\u63d0\u5347\u4e86\u5e94\u7528\u7684\u7075\u6d3b\u6027\u548c\u53ef\u7ef4\u62a4\u6027\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">2. \u591a\u6a21\u6001\u5904\u7406\u80fd\u529b<\/h6>\n\n\n\n<p>\u9664\u4e86\u6587\u672c\u5904\u7406\uff0cSpring AI\u6846\u67b6\u8fd8\u652f\u6301\u56fe\u50cf\u751f\u6210\u3001\u97f3\u9891\u8f6c\u5f55\u7b49\u591a\u79cd\u8f93\u5165\u7c7b\u578b\u7684\u5904\u7406\uff0c\u4f7fAI\u80fd\u591f\u5904\u7406\u66f4\u4e30\u5bcc\u7684\u5185\u5bb9\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u901a\u8fc7\u7b80\u5355\u7684\u4ee3\u7801\u5b9e\u73b0\u56fe\u50cf\u5185\u5bb9\u7684\u63cf\u8ff0\uff0c\u6216\u5c06\u8bed\u97f3\u8f6c\u6362\u4e3a\u6587\u672c\uff0c\u6ee1\u8db3\u591a\u6837\u5316\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">3. \u63d0\u793a\u6a21\u677f\uff08Prompt Templates\uff09<\/h6>\n\n\n\n<p>\u5728AI\u5e94\u7528\u4e2d\uff0c\u63d0\u793a\u5de5\u7a0b\uff08Prompt Engineering\uff09\u662f\u63d0\u9ad8\u6a21\u578b\u8f93\u51fa\u8d28\u91cf\u7684\u5173\u952e\u3002Spring AI\u6846\u67b6\u63d0\u4f9b\u4e86\u63d0\u793a\u6a21\u677f\u529f\u80fd\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u4f7f\u7528\u6a21\u677f\u5f15\u64ce\uff08\u5982StringTemplate\uff09\u521b\u5efa\u548c\u7ba1\u7406\u63d0\u793a\uff0c\u652f\u6301\u53c2\u6570\u5316\u8f93\u5165\uff0c\u7b80\u5316\u63d0\u793a\u7684\u6784\u5efa\u548c\u7ba1\u7406\uff0c\u63d0\u9ad8\u4e86\u63d0\u793a\u7684\u53ef\u590d\u7528\u6027\u548c\u53ef\u7ef4\u62a4\u6027\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">4. \u4f1a\u8bdd\u8bb0\u5fc6\uff08Chat Memory\uff09<\/h6>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u5bf9\u8bdd\uff0cSpring AI\u6846\u67b6\u5185\u7f6e\u4e86\u4f1a\u8bdd\u8bb0\u5fc6\u529f\u80fd\uff0c\u652f\u6301\u5c06\u5bf9\u8bdd\u5386\u53f2\u5b58\u50a8\u5728\u5185\u5b58\u3001JDBC\u3001Cassandra\u3001Neo4j\u7b49\u591a\u79cd\u5b58\u50a8\u540e\u7aef\u3002\u901a\u8fc7\u4f1a\u8bdd\u8bb0\u5fc6\uff0cAI\u6a21\u578b\u53ef\u4ee5\u8bb0\u4f4f\u7528\u6237\u7684\u5386\u53f2\u8f93\u5165\uff0c\u63d0\u4f9b\u66f4\u52a0\u8fde\u8d2f\u548c\u667a\u80fd\u7684\u5bf9\u8bdd\u4f53\u9a8c\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">5. \u5411\u91cf\u6570\u636e\u5e93\u96c6\u6210<\/h6>\n\n\n\n<p>Spring AI\u6846\u67b6\u63d0\u4f9b\u4e86\u53ef\u79fb\u690d\u7684\u5411\u91cf\u5b58\u50a8\u62bd\u8c61\uff0c\u652f\u6301\u4e0e\u591a\u79cd\u5411\u91cf\u6570\u636e\u5e93\uff08\u5982Weaviate\u3001Pinecone\u3001Milvus\u3001MongoDB Atlas\u3001Redis\u7b49\uff09\u96c6\u6210\uff0c\u65b9\u4fbf\u5b9e\u73b0\u57fa\u4e8e\u5411\u91cf\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u5e94\u7528\u3002\u901a\u8fc7\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5c06\u4f01\u4e1a\u6570\u636e\u4e0eAI\u6a21\u578b\u8fde\u63a5\uff0c\u5b9e\u73b0\u66f4\u7cbe\u51c6\u7684\u95ee\u7b54\u7cfb\u7edf\u548c\u5185\u5bb9\u63a8\u8350\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">6. \u5de5\u5177\u8c03\u7528\uff08Function Calling\uff09<\/h6>\n\n\n\n<p>Spring AI\u6846\u67b6\u652f\u6301\u901a\u8fc7\u5de5\u5177\u8c03\u7528\u6269\u5c55\u6a21\u578b\u529f\u80fd\uff0c\u4f7fAI\u80fd\u591f\u6267\u884c\u5916\u90e8\u64cd\u4f5c\u6216\u68c0\u7d22\u5916\u90e8\u4fe1\u606f\uff0c\u589e\u5f3a\u6a21\u578b\u7684\u5b9e\u7528\u6027\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u5c06Java\u51fd\u6570\u6ce8\u518c\u4e3a\u5de5\u5177\uff0c\u4f9bAI\u6a21\u578b\u5728\u751f\u6210\u54cd\u5e94\u65f6\u8c03\u7528\uff0c\u5b9e\u73b0\u4e0e\u5916\u90e8\u7cfb\u7edf\u7684\u4ea4\u4e92\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">7. \u81ea\u52a8\u914d\u7f6e\u4e0eSpring Boot\u96c6\u6210<\/h6>\n\n\n\n<p>Spring AI\u6846\u67b6\u4e0eSpring Boot\u6df1\u5ea6\u96c6\u6210\uff0c\u63d0\u4f9b\u4e86\u81ea\u52a8\u914d\u7f6e\u548c\u542f\u52a8\u5668\uff08Starter\uff09\u6a21\u5757\uff0c\u7b80\u5316\u4e86\u9879\u76ee\u7684\u914d\u7f6e\u548c\u4f9d\u8d56\u7ba1\u7406\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u901a\u8fc7Spring Boot\u7684\u914d\u7f6e\u6587\u4ef6\uff0c\u8f7b\u677e\u8bbe\u7f6eAI\u6a21\u578b\u7684\u53c2\u6570\u548cAPI\u5bc6\u94a5\uff0c\u5b9e\u73b0\u5feb\u901f\u4e0a\u624b\u548c\u90e8\u7f72\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">8. \u89c2\u5bdf\u6027\u4e0e\u76d1\u63a7\u652f\u6301<\/h6>\n\n\n\n<p>\u4e3a\u4e86\u5e2e\u52a9\u5f00\u53d1\u8005\u76d1\u63a7AI\u6a21\u578b\u7684\u6027\u80fd\u548c\u4f7f\u7528\u60c5\u51b5\uff0cSpring AI\u6846\u67b6\u96c6\u6210\u4e86Spring Boot Actuator\uff0c\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u6307\u6807\u548c\u8ffd\u8e2a\u4fe1\u606f\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u901a\u8fc7\u8fd9\u4e9b\u6307\u6807\uff0c\u4e86\u89e3API\u8c03\u7528\u9891\u7387\u3001\u54cd\u5e94\u5ef6\u8fdf\u3001\u4ee4\u724c\u4f7f\u7528\u91cf\u7b49\u5173\u952e\u6570\u636e\uff0c\u4f18\u5316AI\u5e94\u7528\u7684\u6027\u80fd\u548c\u6210\u672c\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e8c\u3001\u4f7f\u7528Spring AI\u6846\u67b6\u6784\u5efa\u667a\u80fdAgent<\/h5>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u901a\u8fc7\u4e00\u4e2a\u5b8c\u6574\u7684\u793a\u4f8b\uff0c\u5c55\u793a\u5982\u4f55\u4f7f\u7528Spring AI\u6846\u67b6\u6784\u5efa\u4e00\u4e2a\u667a\u80fdAgent\uff0c\u5b9e\u73b0\u4e0e\u7528\u6237\u7684\u5bf9\u8bdd\u529f\u80fd\u3002<\/p>\n\n\n\n<p><strong>\u5982\u9700\u8981ChatGPT API Key\u53ef\u8054\u7cfb\u5fae\u4fe1\uff08wsxx1415\uff09\uff0c\u53ef\u6709\u507f\u63d0\u4f9b\u5b98\u65b9ChatGPT API Key\u3002<\/strong><\/p>\n\n\n\n<p>\uff081\uff09\u4f7f\u7528Spring Initializr\u521b\u5efa\u4e00\u4e2a\u65b0\u7684Spring Boot\u9879\u76ee\uff0cSpring AI\u6846\u67b6\uff08\u5982spring-ai-openai\uff09\u3002<\/p>\n\n\n\n<p>\uff082\uff09\u5728<code>application.yml<\/code>\u6216<code>application.properties<\/code>\u4e2d\uff0c\u914d\u7f6e\u6240\u9009AI\u6a21\u578b\u63d0\u4f9b\u5546\u7684API\u5bc6\u94a5\u548c\u53c2\u6570\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-very-light-gray-to-cyan-bluish-gray-gradient-background has-background\"><code>spring:\n  ai:\n    openai:\n      api-key: your-openai-api-key\n      model: gpt-4\n<\/code><\/pre>\n\n\n\n<p>\uff083\uff09\u4f7f\u7528Spring AI\u6846\u67b6\u63d0\u4f9b\u7684<code>ChatClient<\/code>\u7c7b\uff0c\u4e0eAI\u6a21\u578b\u8fdb\u884c\u4ea4\u4e92\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-very-light-gray-to-cyan-bluish-gray-gradient-background has-background\"><code>@Service\npublic class ChatService {\n\n    private final ChatClient chatClient;\n\n    public ChatService(ChatClient.Builder builder) {\n        this.chatClient = builder.build();\n    }\n\n    public String chat(String userInput) {\n        return chatClient.prompt()\n                .user(userInput)\n                .call()\n                .content();\n    }\n}\n<\/code><\/pre>\n\n\n\n<p>\uff084\uff09\u4f7f\u7528\u63d0\u793a\u6a21\u677f\uff0c\u6784\u5efa\u52a8\u6001\u63d0\u793a\uff0c\u63d0\u9ad8AI\u6a21\u578b\u7684\u54cd\u5e94\u8d28\u91cf\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-very-light-gray-to-cyan-bluish-gray-gradient-background has-background\"><code>@Service\npublic class PromptService {\n\n    private final PromptTemplate promptTemplate;\n\n    public PromptService() {\n        this.promptTemplate = new PromptTemplate(\"\u8bf7\u6839\u636e\u4ee5\u4e0b\u5185\u5bb9\u56de\u7b54\u95ee\u9898\uff1a{content}\");\n    }\n\n    public String buildPrompt(String content) {\n        return promptTemplate.render(Map.of(\"content\", content));\n    }\n}\n<\/code><\/pre>\n\n\n\n<p>\uff085\uff09\u914d\u7f6e\u4f1a\u8bdd\u8bb0\u5fc6\uff0c\u5c06\u5bf9\u8bdd\u5386\u53f2\u5b58\u50a8\u5728\u6570\u636e\u5e93\u4e2d\uff0c\u5b9e\u73b0\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u5bf9\u8bdd\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-very-light-gray-to-cyan-bluish-gray-gradient-background has-background\"><code>spring:\n  ai:\n    chat:\n      memory:\n        type: jdbc\n        jdbc:\n          url: jdbc:mysql:\/\/localhost:3306\/ai_chat\n          username: root\n          password: password\n<\/code><\/pre>\n\n\n\n<p>\uff086\uff09\u5982\u679c\u9700\u8981\u5b9e\u73b0\u57fa\u4e8e\u5411\u91cf\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u529f\u80fd\uff0c\u53ef\u4ee5\u96c6\u6210\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5982Weaviate\u6216Pinecone\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-very-light-gray-to-cyan-bluish-gray-gradient-background has-background\"><code>spring:\n  ai:\n    vectorstore:\n      type: weaviate\n      weaviate:\n        url: http:\/\/localhost:8080\n        api-key: your-weaviate-api-key\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>Spring\u5b98\u65b9\u63a8\u51fa\u4e86Spring AI\u6846\u67b6\uff0c\u65e8\u5728\u4e3aJava\u5f00\u53d1\u8005\u63d0\u4f9b\u4e00\u4e2a\u7b80\u6d01\u3001\u9ad8\u6548\u7684AI\u96c6\u6210\u89e3\u51b3\u65b9\u6848\u3002 Sp [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[118],"tags":[743],"class_list":["post-7968","post","type-post","status-publish","format-standard","hentry","category-118","tag-spring-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Spring AI\u6846\u67b6\u89e3\u6790\uff0cJava\u5f00\u53d1\u8005\u7684AI\u65b0\u5229\u5668<\/title>\n<meta name=\"description\" content=\"Spring 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