{"id":64064,"date":"2025-04-30T14:23:02","date_gmt":"2025-04-30T06:23:02","guid":{"rendered":"https:\/\/fwq.ai\/blog\/?p=64064"},"modified":"2025-04-30T14:25:10","modified_gmt":"2025-04-30T06:25:10","slug":"java-%e5%bc%80%e5%8f%91%e8%80%85%e5%a6%82%e4%bd%95%e5%bf%ab%e9%80%9f%e6%8e%a5%e5%85%a5-ai-%e6%8a%80%e6%9c%af%ef%bc%9alangchain4j-%e4%b8%8e-spring-ai-%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/64064\/","title":{"rendered":"Java \u5f00\u53d1\u8005\u5982\u4f55\u5feb\u901f\u63a5\u5165 AI \u6280\u672f\uff1aLangChain4J \u4e0e Spring AI \u6df1\u5ea6\u89e3\u6790"},"content":{"rendered":"

\u968f\u7740\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u6280\u672f\u7684\u98de\u901f\u53d1\u5c55\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u5f00\u53d1\u8005\u6b63\u5728\u5c06 AI \u96c6\u6210\u5230\u4ed6\u4eec\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u3002\u5728\u8fd9\u4e2a\u6d6a\u6f6e\u4e2d\uff0cPython \u5df2\u7ecf\u5360\u636e\u4e86\u4e3b\u5bfc\u5730\u4f4d\uff0c\u4f46 Java \u4f5c\u4e3a\u5168\u7403\u6700\u53d7\u6b22\u8fce\u7684\u7f16\u7a0b\u8bed\u8a00\u4e4b\u4e00\uff0c\u4ecd\u7136\u9762\u4e34\u7740\u5982\u4f55\u8f7b\u677e\u63a5\u5165 AI \u6280\u672f\u7684\u6311\u6218\u3002\u5e78\u8fd0\u7684\u662f\uff0cLangChain4J<\/strong> \u548c Spring AI<\/strong> \u7684\u51fa\u73b0\uff0c\u8ba9 Java \u5f00\u53d1\u8005\u4e5f\u80fd\u4eab\u53d7\u5230\u5f3a\u5927\u7684 AI \u529f\u80fd\uff0c\u6253\u9020\u667a\u80fd\u5316\u5e94\u7528\u3002<\/p>\n

\u5bf9\u4e8e\u90a3\u4e9b\u5728\u7f8e\u56fd\u670d\u52a1\u5668<\/strong>\u4e0a\u8fdb\u884c\u5f00\u53d1\u548c\u90e8\u7f72\u7684\u5f00\u53d1\u8005\uff0c\u9009\u62e9\u9002\u5408\u7684\u6280\u672f\u67b6\u6784\u548c\u5f3a\u5927\u670d\u52a1\u5668\u652f\u6301\u81f3\u5173\u91cd\u8981\u3002\u5728\u8fd9\u79cd\u80cc\u666f\u4e0b\uff0c\u9009\u62e9\u9ad8\u6027\u80fd\u7684\u7f8e\u56fd\u4e91\u670d\u52a1\u5668<\/strong>\u6210\u4e3a\u4e86\u8bb8\u591a\u6280\u672f\u56e2\u961f\u7684\u9996\u9009\u3002<\/p>\n

\n

AI \u6d6a\u6f6e\u4e2d\u7684 Java \u5f00\u53d1\u8005\u56f0\u5883<\/h2>\n

\u968f\u7740 ChatGPT\u3001Claude\u3001Gemini \u7b49\u5927\u6a21\u578b\u7684\u8fc5\u901f\u666e\u53ca\uff0c\u8bb8\u591a\u5f00\u53d1\u8005\u5bf9 Python \u751f\u6001\u4e2d\u7684 AI \u5de5\u5177\u5145\u6ee1\u4e86\u7fa1\u6155\u3002Python \u62e5\u6709\u6210\u719f\u7684\u5de5\u5177\u548c\u6846\u67b6\uff0c\u5982 OpenAI SDK\u3001LangChain\u3001Hugging Face \u7b49\uff0c\u5f00\u53d1\u8005\u901a\u8fc7\u51e0\u884c\u4ee3\u7801\u4fbf\u80fd\u8f7b\u677e\u63a5\u5165\u5927\u6a21\u578b API\uff0c\u5b9e\u73b0\u591a\u79cd\u590d\u6742\u529f\u80fd\u3002<\/p>\n

\u7136\u800c\uff0cJava \u5f00\u53d1\u8005\u5728 AI \u5e94\u7528\u5f00\u53d1\u4e2d\u7684\u5904\u5883\u5374\u4e0d\u5c3d\u5982\u4eba\u610f\u3002\u9762\u5bf9\u9700\u8981\u8c03\u7528 OpenAI API\u3001\u642d\u5efa RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u7cfb\u7edf\u7b49\u4efb\u52a1\uff0cJava \u7684\u751f\u6001\u73af\u5883\u76f8\u5bf9\u8584\u5f31\uff0c\u7f3a\u5c11\u50cf LangChain \u8fd9\u6837\u7684\u94fe\u5f0f AI \u6846\u67b6\uff0c\u5bfc\u81f4\u5f00\u53d1\u8fc7\u7a0b\u53d8\u5f97\u590d\u6742\u4e14\u7e41\u7410\u3002<\/p>\n

\u522b\u62c5\u5fc3\uff0cLangChain4J<\/strong> \u548c Spring AI<\/strong> \u6b63\u5728\u4e3a Java \u5f00\u53d1\u8005\u63d0\u4f9b\u5d2d\u65b0\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u8ba9 AI \u96c6\u6210\u53d8\u5f97\u66f4\u52a0\u7b80\u5355\u9ad8\u6548\u3002<\/p>\n

\n

LangChain4J\uff1aJava \u5f00\u53d1\u8005\u7684 AI \u62fc\u88c5\u79ef\u6728<\/h2>\n

LangChain4J<\/strong> \u662f LangChain \u6846\u67b6\u5728 Java \u751f\u6001\u4e2d\u7684\u5b9e\u73b0\uff0c\u65e8\u5728\u8ba9 Java \u5f00\u53d1\u8005\u80fd\u591f\u50cf Python \u5f00\u53d1\u8005\u4e00\u6837\uff0c\u901a\u8fc7\u7b80\u6d01\u7684\u4ee3\u7801\u5c06\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u3001\u6570\u636e\u5e93\u3001\u641c\u7d22\u5f15\u64ce\u7b49\u529f\u80fd\u7ec4\u5408\u8d77\u6765\uff0c\u521b\u5efa\u5f3a\u5927\u7684 AI \u5e94\u7528\u3002<\/p>\n

LangChain4J \u7684\u6838\u5fc3\u529f\u80fd\uff1a<\/h3>\n
    \n
  • LLM \u8fde\u63a5\u5668<\/strong>\uff1a\u652f\u6301 OpenAI\u3001Azure OpenAI\u3001Anthropic Claude\u3001\u672c\u5730 LLM\uff08\u5982 Llama 2\uff09\u7b49\u591a\u79cd\u6a21\u578b\u3002<\/li>\n
  • \u5411\u91cf\u6570\u636e\u5e93\u96c6\u6210<\/strong>\uff1a\u652f\u6301 Pinecone\u3001Weaviate\u3001Qdrant\u3001Chroma \u7b49\u6570\u636e\u5e93\u3002<\/li>\n
  • \u6587\u6863\u52a0\u8f7d\u4e0e\u89e3\u6790<\/strong>\uff1a\u652f\u6301 PDF\u3001Markdown\u3001HTML\u3001CSV \u7b49\u6587\u4ef6\u683c\u5f0f\u3002<\/li>\n
  • Agent \u4e0e Tools<\/strong>\uff1a\u53ef\u8c03\u7528\u641c\u7d22\u5f15\u64ce\u3001\u6570\u636e\u5e93\u67e5\u8be2\u7b49\u5916\u90e8\u5de5\u5177\u3002<\/li>\n
  • Prompt \u6a21\u7248\u7ba1\u7406<\/strong>\uff1a\u7b80\u5316\u63d0\u793a\u8bcd\u5de5\u7a0b\uff0c\u63d0\u9ad8 AI \u4ea4\u4e92\u6548\u679c\u3002<\/li>\n<\/ul>\n

    \u6b64\u5916\uff0c\u4f7f\u7528\u7f8e\u56fd\u670d\u52a1\u5668<\/strong>\u90e8\u7f72 LangChain4J \u5e94\u7528\uff0c\u80fd\u591f\u63d0\u4f9b\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u6027\u80fd\u7684\u8ba1\u7b97\u652f\u6301\uff0c\u662f\u5168\u7403\u5f00\u53d1\u8005\u9996\u9009\u7684\u89e3\u51b3\u65b9\u6848\u3002\u4e86\u89e3\u66f4\u591a\u5173\u4e8e\u7f8e\u56fdVPS<\/strong>\u548c\u7f8e\u56fd\u4e91\u670d\u52a1\u5668<\/strong>\u7684\u9009\u62e9\uff0c\u8bbf\u95ee\u6211\u4eec\u83b7\u53d6\u8be6\u7ec6\u4fe1\u606f\u3002<\/p>\n

    \n

    LangChain4J \u5982\u4f55\u6784\u5efa RAG \u7cfb\u7edf<\/h2>\n

    \u5047\u8bbe\u4f60\u8981\u5f00\u53d1\u4e00\u4e2a AI \u77e5\u8bc6\u5e93\uff0c\u652f\u6301\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\uff0cAI \u4ece\u4f60\u7684\u6587\u6863\u4e2d\u68c0\u7d22\u7b54\u6848\u3002LangChain4J \u4e3a\u6b64\u63d0\u4f9b\u4e86\u7b80\u5355\u6613\u7528\u7684\u529f\u80fd\u652f\u6301\uff1a<\/p>\n

      \n
    1. \u52a0\u8f7d\u6587\u6863<\/strong>\uff1a\u4f8b\u5982 PDF \u6587\u4ef6\u3002<\/li>\n
    2. \u5411\u91cf\u5316\u5904\u7406<\/strong>\uff1a\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u5411\u91cf\u3002<\/li>\n
    3. \u5b58\u50a8\u4e8e\u5411\u91cf\u6570\u636e\u5e93<\/strong>\uff1a\u5982 Pinecone\u3002<\/li>\n
    4. \u68c0\u7d22\u6700\u76f8\u5173\u6587\u672c<\/strong>\uff1a\u4ece\u6570\u636e\u5e93\u4e2d\u83b7\u53d6\u76f8\u5173\u7247\u6bb5\u3002<\/li>\n
    5. \u7ed3\u5408\u5927\u6a21\u578b\u751f\u6210\u7b54\u6848<\/strong>\uff1a\u5229\u7528\u5927\u6a21\u578b\u751f\u6210\u6700\u7ec8\u7684\u56de\u7b54\u3002<\/li>\n<\/ol>\n

      \u8fd9\u6837\uff0c\u4f60\u7684 Java \u5e94\u7528\u4fbf\u80fd\u50cf ChatGPT \u4e00\u6837\uff0c\u4ece\u81ea\u5b9a\u4e49\u77e5\u8bc6\u5e93\u4e2d\u81ea\u52a8\u56de\u7b54\u95ee\u9898\u3002<\/p>\n

      \n

      Spring AI\uff1a\u9002\u5408 Spring \u5f00\u53d1\u8005\u7684 AI \u89e3\u51b3\u65b9\u6848<\/h2>\n

      \u5bf9\u4e8e\u719f\u6089 Spring \u6846\u67b6\u7684\u5f00\u53d1\u8005\uff0cSpring AI<\/strong> \u662f\u4e00\u4e2a\u7406\u60f3\u7684\u9009\u62e9\u3002\u4f5c\u4e3a\u4e00\u4e2a\u96c6\u6210\u6846\u67b6\uff0cSpring AI \u8ba9\u4f60\u50cf\u4f7f\u7528 Spring Boot \u4e00\u6837\uff0c\u8f7b\u677e\u5730\u5c06 AI \u96c6\u6210\u529f\u80fd\u6ce8\u5165\u5230\u5e94\u7528\u4e2d\u3002<\/p>\n

      Spring AI \u7684\u7279\u70b9\uff1a<\/h3>\n
        \n
      • \u65e0\u7f1d\u96c6\u6210 Spring \u751f\u6001<\/strong>\uff1a\u57fa\u4e8e Spring Boot\uff0c\u4f7f\u5f97\u5f00\u53d1\u66f4\u52a0\u987a\u7545\u3002<\/li>\n
      • \u591a LLM \u517c\u5bb9\u6027<\/strong>\uff1a\u652f\u6301 OpenAI\u3001Azure OpenAI\u3001Hugging Face\u3001Ollama \u7b49\u591a\u79cd\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/li>\n
      • \u5185\u7f6e RAG \u7ec4\u4ef6<\/strong>\uff1a\u652f\u6301\u5411\u91cf\u6570\u636e\u5e93\u548c\u77e5\u8bc6\u68c0\u7d22\u529f\u80fd\u3002<\/li>\n
      • \u9002\u7528\u4e8e\u4f01\u4e1a\u7ea7\u5e94\u7528<\/strong>\uff1a\u96c6\u6210\u4e86 Spring Data\u3001Spring Security\uff0c\u9002\u5408\u5927\u89c4\u6a21\u4f01\u4e1a\u5e94\u7528\u90e8\u7f72\u3002<\/li>\n<\/ul>\n
        \n

        LangChain4J vs Spring AI\uff1a\u9009\u62e9\u54ea\u4e00\u4e2a\uff1f<\/h2>\n\n\n\n\n\n\n\n\n\n
        \u5bf9\u6bd4\u9879<\/th>\nLangChain4J<\/th>\nSpring AI<\/th>\n<\/tr>\n<\/thead>\n
        \u751f\u6001\u652f\u6301<\/strong><\/td>\nLangChain \u751f\u6001<\/td>\nSpring \u751f\u6001<\/td>\n<\/tr>\n
        LLM \u517c\u5bb9\u6027<\/strong><\/td>\nOpenAI\u3001Claude\u3001\u672c\u5730 LLM<\/td>\nOpenAI\u3001Hugging Face\u3001Ollama<\/td>\n<\/tr>\n
        \u5411\u91cf\u6570\u636e\u5e93<\/strong><\/td>\nPinecone\u3001Weaviate\u3001Chroma<\/td>\nSpring Data Vector<\/td>\n<\/tr>\n
        \u9002\u7528\u573a\u666f<\/strong><\/td>\nAI Agent\u3001\u5de5\u5177\u94fe\u96c6\u6210<\/td>\n\u4f01\u4e1a\u7ea7 AI \u5e94\u7528<\/td>\n<\/tr>\n
        \u4ee3\u7801\u98ce\u683c<\/strong><\/td>\n\u9762\u5411\u5bf9\u8c61\uff0c\u504f Python \u98ce\u683c<\/td>\nSpring Boot \u98ce\u683c\uff0c\u7b26\u5408 Java \u4e60\u60ef<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u65e0\u8bba\u4f60\u662f\u66f4\u503e\u5411\u4e8e LangChain4J \u7684\u7075\u6d3b\u6027\uff0c\u8fd8\u662f\u559c\u6b22 Spring AI \u7684 Spring \u751f\u6001\u96c6\u6210\uff0c\u8fd9\u4e24\u6b3e\u5de5\u5177\u90fd\u4e3a Java \u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684 AI \u5f00\u53d1\u80fd\u529b\u3002\u4e3a\u786e\u4fdd\u9ad8\u6548\u90e8\u7f72\uff0c\u9009\u62e9\u4e00\u53f0\u6027\u80fd\u5353\u8d8a\u7684\u7f8e\u56fd\u4e91\u670d\u52a1\u5668<\/strong>\uff0c\u6211\u4eec\u63d0\u4f9b\u7684\u670d\u52a1\uff0c\u80fd\u5927\u5e45\u63d0\u5347\u5e94\u7528\u7684\u54cd\u5e94\u901f\u5ea6\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n

        \n

        \u7ed3\u8bed<\/h2>\n

        AI \u6280\u672f\u7684\u5e94\u7528\u573a\u666f\u65e5\u76ca\u5e7f\u6cdb\uff0cJava \u5f00\u53d1\u8005\u4e0d\u518d\u5c40\u9650\u4e8e Python \u7684\u6846\u67b6\u548c\u5de5\u5177\u3002\u901a\u8fc7 LangChain4J<\/strong> \u548c Spring AI<\/strong>\uff0c\u4f60\u53ef\u4ee5\u8f7b\u677e\u5c06 AI \u96c6\u6210\u5230 Java \u5e94\u7528\u4e2d\uff0c\u5b9e\u73b0\u667a\u80fd\u5316\u529f\u80fd\u3002\u800c\u5728\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\uff0c\u9009\u62e9\u7a33\u5b9a\u4e14\u9ad8\u6027\u80fd\u7684\u7f8e\u56fd\u670d\u52a1\u5668<\/strong>\uff0c\u80fd\u591f\u4e3a\u4f60\u7684 AI \u5e94\u7528\u63d0\u4f9b\u5f3a\u6709\u529b\u7684\u652f\u6301\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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