{"id":10021314,"date":"2026-03-17T00:25:43","date_gmt":"2026-03-16T16:25:43","guid":{"rendered":"https:\/\/itmax.cn\/?p=10021314"},"modified":"2026-03-17T00:25:43","modified_gmt":"2026-03-16T16:25:43","slug":"%e5%9f%ba%e4%ba%8e-java-genkit-%e6%9e%84%e5%bb%ba%e7%94%9f%e6%88%90%e5%bc%8f-ai-%e5%ba%94%e7%94%a8%e6%8c%87%e5%8d%97%ef%bc%88%e5%ae%8c%e6%95%b4%e7%89%88%ef%bc%89","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10021314","title":{"rendered":"\u57fa\u4e8e Java GenKit \u6784\u5efa\u751f\u6210\u5f0f AI \u5e94\u7528\u6307\u5357\uff08\u5b8c\u6574\u7248\uff09"},"content":{"rendered":"<h2>\u524d\u8a00<\/h2>\n<p>\u751f\u6210\u5f0f AI \u7684\u5feb\u901f\u666e\u53ca\u8ba9\u5f00\u53d1\u8005\u4eec\u8feb\u5207\u9700\u8981\u8f7b\u91cf\u5316\u3001\u8d34\u5408 Java \u6280\u672f\u6808\u7684\u5f00\u53d1\u5de5\u5177\uff0cJava GenKit \u4fbf\u5e94\u8fd0\u800c\u751f \u2014\u2014 \u8fd9\u6b3e\u5de5\u5177\u4e3a Java \u5f00\u53d1\u8005\u6253\u9020\u4e86\u4e00\u7ad9\u5f0f\u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u5f00\u53d1\u6846\u67b6\uff0c\u80fd\u591f\u4fbf\u6377\u5bf9\u63a5\u5404\u7c7b\u5927\u6a21\u578b\u3001\u6784\u5efa AI \u5de5\u4f5c\u6d41\u5e76\u5b8c\u6210\u5e94\u7528\u90e8\u7f72\uff0c\u5927\u5e45\u964d\u4f4e\u4e86 Java \u751f\u6001\u4e0b\u5f00\u53d1\u751f\u6210\u5f0f AI \u5e94\u7528\u7684\u95e8\u69db\u3002\u672c\u6587\u5c06\u4ece\u73af\u5883\u51c6\u5907\u3001\u6838\u5fc3\u529f\u80fd\u4f7f\u7528\u3001\u6846\u67b6\u5bf9\u6bd4\u3001\u5b9e\u6218\u5f00\u53d1\u5230\u90e8\u7f72\u4e0a\u7ebf\uff0c\u5168\u9762\u8bb2\u89e3\u5982\u4f55\u501f\u52a9 Java GenKit \u6784\u5efa\u751f\u4ea7\u7ea7\u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u3002<\/p>\n<h2>\u4e00\u3001Java GenKit \u7b80\u4ecb<\/h2>\n<p>Java GenKit \u662f\u4e13\u4e3a Java \u5f00\u53d1\u8005\u8bbe\u8ba1\u7684\u751f\u6210\u5f0f AI \u5f00\u53d1\u5de5\u5177\u5305\uff0c\u4f9d\u6258 Google GenKit \u751f\u6001\u5e76\u9488\u5bf9 Java \u6280\u672f\u6808\u505a\u4e86\u9002\u914d\u4f18\u5316\uff0c\u6838\u5fc3\u5177\u5907<strong>\u6a21\u578b\u5bf9\u63a5<\/strong>\u3001<strong>\u5de5\u4f5c\u6d41\u7f16\u6392<\/strong>\u3001<strong>\u5de5\u5177\u8c03\u7528<\/strong>\u3001<strong>\u5e94\u7528\u90e8\u7f72<\/strong>\u56db\u5927\u80fd\u529b\u3002<\/p>\n<p>\u5b83\u652f\u6301\u4e3b\u6d41\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5305\u62ec\u5f00\u6e90\u4e0e\u95ed\u6e90\uff09\uff0c\u5982 OpenAI GPT \u7cfb\u5217\u3001\u767e\u5ea6\u6587\u5fc3\u4e00\u8a00\u3001\u963f\u91cc\u901a\u4e49\u5343\u95ee\u3001\u8baf\u98de\u661f\u706b\u7b49\uff0c\u540c\u65f6\u63d0\u4f9b\u4e86\u6807\u51c6\u5316\u7684 API \u63a5\u53e3\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u5173\u6ce8\u4e0d\u540c\u6a21\u578b\u7684\u8c03\u7528\u5dee\u5f02\uff0c\u5b9e\u73b0 \u201c\u4e00\u6b21\u5f00\u53d1\uff0c\u591a\u6a21\u578b\u9002\u914d\u201d\u3002\u6b64\u5916\uff0cJava GenKit \u5185\u7f6e\u4e86\u5de5\u4f5c\u6d41\u5f15\u64ce\uff0c\u53ef\u8f7b\u677e\u5b9e\u73b0\u63d0\u793a\u8bcd\u5de5\u7a0b\u3001\u51fd\u6570\u8c03\u7528\u3001\u591a\u8f6e\u5bf9\u8bdd\u3001\u7ed3\u679c\u6821\u9a8c\u7b49\u751f\u6210\u5f0f AI \u5e94\u7528\u7684\u6838\u5fc3\u903b\u8f91\u7f16\u6392\uff0c\u8fd8\u652f\u6301\u4e0e Java \u751f\u6001\u4e3b\u6d41\u6846\u67b6\uff08Spring Boot\u3001Spring Cloud\uff09\u65e0\u7f1d\u96c6\u6210\uff0c\u9002\u914d\u4f01\u4e1a\u7ea7\u5f00\u53d1\u573a\u666f\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047655316\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" title=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"><\/p>\n<h2>\u4e8c\u3001Java GenKit \u4e0e\u540c\u7c7b\u5de5\u5177\u5bf9\u6bd4<\/h2>\n<h3>2.1 \u4e0e\u4f20\u7edf LLM \u5ba2\u6237\u7aef\u5e93\u5bf9\u6bd4\uff08\u5982 OpenAI Java SDK\u3001\u6587\u5fc3 \/ \u901a\u4e49\u539f\u751f SDK\uff09<\/h3>\n<ul>\n<li>\n<p><strong>\u4f20\u7edf SDK<\/strong><\/p>\n<ul>\n<li>\u4ec5\u8d1f\u8d23<strong>\u6a21\u578b\u8c03\u7528<\/strong>\uff0c\u6838\u5fc3\u529f\u80fd\u5c40\u9650\u4e8e\u53d1\u9001\u8bf7\u6c42\u3001\u63a5\u6536\u54cd\u5e94<\/li>\n<li>\u7f3a\u4e4f\u63d0\u793a\u8bcd\u7ba1\u7406\u3001\u5de5\u4f5c\u6d41\u7f16\u6392\u3001\u5de5\u5177\u8c03\u7528\u3001\u8bf7\u6c42\u8ffd\u8e2a\u3001\u6548\u679c\u8bc4\u4f30\u7b49\u5173\u952e\u80fd\u529b<\/li>\n<li>\u6bcf\u4e2a\u6a21\u578b\u5bf9\u5e94\u4e00\u5957\u72ec\u7acb API\uff0c\u5207\u6362\u6a21\u578b\u9700\u8fdb\u884c<strong>\u5927\u91cf\u4ee3\u7801\u4fee\u6539<\/strong>\uff0c\u517c\u5bb9\u6027\u5dee<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>Java GenKit<\/strong><\/p>\n<ul>\n<li>\u63d0\u4f9b\u7edf\u4e00\u63a5\u53e3\u89c4\u8303\uff0c\u4e00\u6b21\u7f16\u7801\u5373\u53ef\u5bf9\u63a5\u591a\u7c7b\u6a21\u578b\uff1a\u6587\u5fc3\u4e00\u8a00\u3001\u901a\u4e49\u5343\u95ee\u3001\u8baf\u98de\u661f\u706b\u3001OpenAI\u3001\u672c\u5730\u90e8\u7f72\u5f00\u6e90\u6a21\u578b\u7b49<\/li>\n<li>\u5185\u7f6e\u5b8c\u5584\u7684\u8f85\u52a9\u529f\u80fd\uff1a\u63d0\u793a\u8bcd\u6a21\u677f\u5f15\u64ce\u3001\u5de5\u5177\u8c03\u7528\u6846\u67b6\u3001\u5de5\u4f5c\u6d41\u5f15\u64ce\u3001\u65e5\u5fd7\u8ffd\u8e2a\u7cfb\u7edf\u3001\u53ef\u89c6\u5316\u8c03\u8bd5\u9762\u677f<\/li>\n<li>\u805a\u7126<strong>\u5b8c\u6574 AI \u5e94\u7528\u6784\u5efa<\/strong>\uff0c\u800c\u975e\u5355\u7eaf\u7684 HTTP \u8bf7\u6c42\u8f6c\u53d1\uff0c\u8986\u76d6\u4ece\u5f00\u53d1\u5230\u4e0a\u7ebf\u7684\u5168\u6d41\u7a0b\u9700\u6c42<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>2.2 Java GenKit vs LangChain4j\uff08\u76f4\u63a5\u7ade\u54c1\uff09<\/h3>\n<table>\n<thead>\n<tr>\n<th align=\"left\">\u7279\u6027<\/th>\n<th align=\"left\">Java GenKit<\/th>\n<th align=\"left\">LangChain4j<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\">\u8bbe\u8ba1\u7406\u5ff5<\/td>\n<td align=\"left\">\u8f7b\u91cf\u7b80\u6d01\u3001\u4f4e\u4ee3\u7801\u63a5\u5165\u3001\u53ef\u89c2\u6d4b\u6027\u4f18\u5148<\/td>\n<td align=\"left\">\u529f\u80fd\u5168\u9762\u3001\u9ad8\u5ea6\u6a21\u5757\u5316\u3001\u7075\u6d3b\u6027\u81f3\u4e0a<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5b66\u4e60\u6210\u672c<\/td>\n<td align=\"left\">\u4f4e\uff0c\u5c11\u91cf\u4ee3\u7801\u5373\u53ef\u5b9e\u73b0\u6838\u5fc3\u6d41\u7a0b<\/td>\n<td align=\"left\">\u8f83\u9ad8\uff0c\u6982\u5ff5\u4f53\u7cfb\u590d\u6742\u3001\u7ec4\u4ef6\u914d\u7f6e\u7e41\u7410<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u53ef\u89c2\u6d4b\u6027<\/td>\n<td align=\"left\">\u5185\u7f6e\u8c03\u8bd5 UI\u3001\u8bf7\u6c42\u8ffd\u8e2a\u3001\u6307\u6807\u76d1\u63a7<\/td>\n<td align=\"left\">\u9700\u989d\u5916\u96c6\u6210\u7b2c\u4e09\u65b9\u5de5\u5177\u5b9e\u73b0\u53ef\u89c2\u6d4b\u6027<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5de5\u5177\u8c03\u7528<\/td>\n<td align=\"left\">\u6ce8\u89e3\u5f0f\u6ce8\u518c + \u81ea\u52a8\u8bc6\u522b\uff0c\u914d\u7f6e\u7b80\u5355<\/td>\n<td align=\"left\">\u9700\u624b\u52a8\u7f16\u5199\u7ed1\u5b9a\u903b\u8f91\uff0c\u914d\u7f6e\u76f8\u5bf9\u590d\u6742<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5de5\u4f5c\u6d41\u652f\u6301<\/td>\n<td align=\"left\">\u539f\u751f\u652f\u6301\u6d41\u6c34\u7ebf\u5f0f\u4efb\u52a1\u7f16\u6392\uff0c\u9002\u914d\u4f01\u4e1a\u7ea7\u573a\u666f<\/td>\n<td align=\"left\">\u652f\u6301\u94fe\u5f0f\u8c03\u7528\uff0c\u4f46\u590d\u6742\u6d41\u7a0b\u7f16\u6392\u80fd\u529b\u8f83\u5f31<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u751f\u6001\u80cc\u666f<\/td>\n<td align=\"left\">Google \u5b98\u65b9\u63a8\u51fa\uff0c\u517c\u5bb9\u6027\u4e0e\u7a33\u5b9a\u6027\u6709\u4fdd\u969c<\/td>\n<td align=\"left\">\u793e\u533a\u9a71\u52a8\u5f00\u53d1\uff0c\u8fed\u4ee3\u901f\u5ea6\u5feb\u4f46\u7248\u672c\u517c\u5bb9\u6027\u4e00\u822c<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u56fd\u5185\u6a21\u578b\u9002\u914d<\/td>\n<td align=\"left\">\u6269\u5c55\u7075\u6d3b\uff0c\u53ef\u5feb\u901f\u5bf9\u63a5\u56fd\u4ea7\u4e3b\u6d41\u6a21\u578b<\/td>\n<td align=\"left\">\u5df2\u6709\u57fa\u7840\u96c6\u6210\uff0c\u4f46\u65b0\u589e\u9002\u914d\u9700\u4fee\u6539\u6838\u5fc3\u4ee3\u7801<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u603b\u7ed3<\/strong>\uff1a\u82e5\u9700\u5feb\u901f\u843d\u5730\u3001\u8ffd\u6c42\u7a33\u5b9a\u53ef\u7ef4\u62a4\u7684\u4f01\u4e1a\u7ea7 AI \u5e94\u7528\uff0cJava GenKit \u66f4\u5177\u4f18\u52bf\uff1b\u82e5\u9700\u9ad8\u5ea6\u81ea\u5b9a\u4e49\u7ec4\u4ef6\u6216\u63a2\u7d22\u590d\u6742\u6280\u672f\u7ec4\u5408\uff0cLangChain4j \u7684\u7075\u6d3b\u6027\u66f4\u9002\u5408\u3002<\/p>\n<h3>2.3 Java GenKit vs Spring AI<\/h3>\n<table>\n<thead>\n<tr>\n<th align=\"left\">\u7279\u6027<\/th>\n<th align=\"left\">Java GenKit<\/th>\n<th align=\"left\">Spring AI<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\">\u6846\u67b6\u7ed1\u5b9a<\/td>\n<td align=\"left\">\u65e0\u5f3a\u5236\u4f9d\u8d56\uff0c\u53ef\u9002\u914d\u4efb\u610f Java \u9879\u76ee\uff08\u542b\u975e Spring \u9879\u76ee\uff09<\/td>\n<td align=\"left\">\u5f3a\u7ed1\u5b9a Spring \u751f\u6001\uff0c\u4ec5\u652f\u6301 Spring Boot\/Spring Cloud \u9879\u76ee<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u9002\u7528\u573a\u666f<\/td>\n<td align=\"left\">\u8001\u7cfb\u7edf\u6539\u9020\u3001\u975e Spring \u9879\u76ee\u96c6\u6210\u3001\u8f7b\u91cf\u7ea7\u5e94\u7528\u5f00\u53d1<\/td>\n<td align=\"left\">\u5168\u65b0 Spring Boot \u9879\u76ee\u3001Spring \u751f\u6001\u91cd\u5ea6\u4f7f\u7528\u8005<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u529f\u80fd\u5b9a\u4f4d<\/td>\n<td align=\"left\">\u5168\u94fe\u8def\u751f\u6210\u5f0f AI \u5f00\u53d1\u6846\u67b6\uff0c\u8986\u76d6\u4ece\u5f00\u53d1\u5230\u90e8\u7f72\u5168\u6d41\u7a0b<\/td>\n<td align=\"left\">\u4e13\u6ce8\u4e8e\u5c06 AI \u80fd\u529b\u96c6\u6210\u5230 Spring \u751f\u6001\uff0c\u5c5e\u4e8e\u751f\u6001\u8865\u5145\u7ec4\u4ef6<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5de5\u4f5c\u6d41 &#038; \u5de5\u5177\u8c03\u7528<\/td>\n<td align=\"left\">\u539f\u751f\u5f3a\u652f\u6301\uff0c\u63d0\u4f9b\u5b8c\u6574\u7684\u7f16\u6392\u4e0e\u8c03\u7528\u65b9\u6848<\/td>\n<td align=\"left\">\u57fa\u7840\u529f\u80fd\u652f\u6301\uff0c\u9ad8\u7ea7\u7279\u6027\u9700\u4f9d\u8d56\u7b2c\u4e09\u65b9\u7ec4\u4ef6\u6269\u5c55<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u8c03\u8bd5\u4e0e\u76d1\u63a7<\/td>\n<td align=\"left\">\u5185\u7f6e\u72ec\u7acb\u7684\u8c03\u8bd5\u9762\u677f\u4e0e\u76d1\u63a7\u6307\u6807<\/td>\n<td align=\"left\">\u4f9d\u8d56 Spring Boot Actuator\u3001Micrometer \u7b49\u751f\u6001\u7ec4\u4ef6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u603b\u7ed3<\/strong>\uff1a\u975e Spring \u9879\u76ee\u6216\u8001\u7cfb\u7edf\u6539\u9020\u573a\u666f\uff0cJava GenKit \u7684\u517c\u5bb9\u6027\u66f4\u4f18\uff1b\u7eaf\u65b0 Spring Boot \u9879\u76ee\u53ef\u6839\u636e\u751f\u6001\u4f9d\u8d56\u504f\u597d\u9009\u62e9\uff0cJava GenKit \u5728\u8f7b\u91cf\u6027\u548c\u529f\u80fd\u5b8c\u6574\u6027\u4e0a\u66f4\u5177\u4f18\u52bf\u3002<\/p>\n<h3>2.4 Java GenKit \u6838\u5fc3\u4f18\u52bf\u603b\u7ed3<\/h3>\n<ol>\n<li><strong>\u6781\u7b80 API \u8bbe\u8ba1<\/strong>\uff1a\u5c11\u91cf\u4ee3\u7801\u5373\u53ef\u5b9e\u73b0\u5bf9\u8bdd\u751f\u6210\u3001\u5de5\u5177\u8c03\u7528\u3001\u591a\u8f6e\u4ea4\u4e92\u3001\u5de5\u4f5c\u6d41\u7f16\u6392\u7b49\u6838\u5fc3\u529f\u80fd\uff0c\u964d\u4f4e\u5f00\u53d1\u95e8\u69db\uff1b<\/li>\n<li><strong>\u591a\u6a21\u578b\u7edf\u4e00\u9002\u914d<\/strong>\uff1a\u4e00\u5957\u4ee3\u7801\u517c\u5bb9\u56fd\u4ea7\u5927\u6a21\u578b\u3001\u5f00\u6e90\u6a21\u578b\u3001\u95ed\u6e90\u6a21\u578b\uff0c\u5207\u6362\u6a21\u578b\u65e0\u9700\u91cd\u6784\u4ee3\u7801\uff1b<\/li>\n<li><strong>\u5185\u7f6e\u53ef\u89c2\u6d4b\u6027<\/strong>\uff1a\u652f\u6301 AI \u8c03\u7528\u5168\u94fe\u8def\u8ffd\u8e2a\u3001\u8017\u65f6\u7edf\u8ba1\u3001Token \u7528\u91cf\u76d1\u63a7\u3001\u8fd4\u56de\u5185\u5bb9\u5ba1\u8ba1\uff0c\u81ea\u5e26\u53ef\u89c6\u5316\u8c03\u8bd5\u9762\u677f\uff1b<\/li>\n<li><strong>\u5de5\u5177\u8c03\u7528\u5f00\u7bb1\u5373\u7528<\/strong>\uff1a\u7b80\u5355\u6ce8\u518c\u5373\u53ef\u5b9e\u73b0 AI \u5bf9\u5916\u90e8\u63a5\u53e3\u3001\u6570\u636e\u5e93\u3001\u672c\u5730\u670d\u52a1\u7684\u667a\u80fd\u8c03\u7528\uff0c\u65e0\u9700\u624b\u52a8\u7f16\u5199\u89e6\u53d1\u903b\u8f91\uff1b<\/li>\n<li><strong>\u4f01\u4e1a\u7ea7\u5de5\u4f5c\u6d41<\/strong>\uff1a\u652f\u6301\u590d\u6742\u4efb\u52a1\u7684\u5206\u6b65\u7f16\u6392\uff0c\u5305\u542b\u5206\u652f\u5224\u65ad\u3001\u5f02\u5e38\u91cd\u8bd5\u3001\u5f02\u6b65\u6267\u884c\u7b49\u4f01\u4e1a\u7ea7\u7279\u6027\uff1b<\/li>\n<li><strong>\u751f\u4ea7\u7ea7\u7a33\u5b9a\u6027<\/strong>\uff1a\u5185\u7f6e\u91cd\u8bd5\u673a\u5236\u3001\u8d85\u65f6\u63a7\u5236\u3001\u7194\u65ad\u4fdd\u62a4\u3001\u65e5\u5fd7\u8bb0\u5f55\u7b49\u751f\u4ea7\u73af\u5883\u5fc5\u9700\u529f\u80fd\uff0c\u53ef\u76f4\u63a5\u90e8\u7f72\u4e0a\u7ebf\u3002<\/li>\n<\/ol>\n<h3>2.5 \u9009\u578b\u5efa\u8bae\uff08\u7ed3\u5408\u56fd\u5185\u573a\u666f\uff09<\/h3>\n<p>\u9009\u62e9 Java GenKit \u7684\u5178\u578b\u573a\u666f\uff1a<\/p>\n<ul>\n<li>Java\/Spring Boot \u5f00\u53d1\u8005\uff0c\u4e0d\u60f3\u5207\u6362 Python \u6808\u5f00\u53d1 AI \u5e94\u7528\uff1b<\/li>\n<li>\u9700\u8981\u5c06 AI \u80fd\u529b\u96c6\u6210\u5230\u73b0\u6709 Java \u7cfb\u7edf\uff0c\u8ffd\u6c42\u4f4e\u4fb5\u5165\u6027\uff1b<\/li>\n<li>\u9700\u5bf9\u63a5\u591a\u6b3e\u56fd\u5185\u5927\u6a21\u578b\uff0c\u5e0c\u671b\u907f\u514d\u91cd\u590d\u5f00\u53d1\uff1b<\/li>\n<li>\u8981\u6c42 AI \u5e94\u7528\u5177\u5907\u53ef\u8c03\u8bd5\u3001\u53ef\u76d1\u63a7\u3001\u53ef\u7ef4\u62a4\u7684\u4f01\u4e1a\u7ea7\u7279\u6027\uff1b<\/li>\n<li>\u9700\u5feb\u901f\u843d\u5730\u5de5\u5177\u8c03\u7528\u3001\u5de5\u4f5c\u6d41\u7f16\u6392\u7b49\u590d\u6742 AI \u573a\u666f\u3002<\/li>\n<\/ul>\n<h2>\u4e09\u3001\u73af\u5883\u51c6\u5907<\/h2>\n<h3>3.1 \u786c\u4ef6\u8981\u6c42<\/h3>\n<p>\u5f00\u53d1\u9636\u6bb5\u65e0\u7279\u6b8a\u786c\u4ef6\u8981\u6c42\uff0c\u666e\u901a\u5f00\u53d1\u673a\uff088G \u4ee5\u4e0a\u5185\u5b58\u3001\u591a\u6838 CPU\uff09\u5373\u53ef\u6ee1\u8db3\uff1b\u82e5\u9700\u672c\u5730\u90e8\u7f72\u5f00\u6e90\u5927\u6a21\u578b\uff0c\u5efa\u8bae\u914d\u5907 16G \u4ee5\u4e0a\u5185\u5b58\uff0c\u663e\u5361\u652f\u6301 CUDA\uff08\u5982 NVIDIA RTX 3060 \u53ca\u4ee5\u4e0a\uff09\u53ef\u63d0\u5347\u63a8\u7406\u901f\u5ea6\u3002<\/p>\n<h3>3.2 \u8f6f\u4ef6\u4f9d\u8d56<\/h3>\n<ol>\n<li>JDK\uff1a\u8981\u6c42 <strong>JDK 17 \u53ca\u4ee5\u4e0a\u7248\u672c<\/strong>\uff08Java GenKit \u57fa\u4e8e\u6a21\u5757\u5316\u5f00\u53d1\uff0c\u5bf9\u9ad8\u7248\u672c JDK \u7684\u7279\u6027\u505a\u4e86\u6df1\u5ea6\u9002\u914d\uff09\uff1b<\/li>\n<li>\u6784\u5efa\u5de5\u5177\uff1a\u652f\u6301 Maven 3.8 + \u6216 Gradle 7.0+\uff0c\u63a8\u8350\u4f7f\u7528 Maven\uff08\u672c\u6587\u793a\u4f8b\u5747\u57fa\u4e8e Maven\uff09\uff1b<\/li>\n<li>\u5305\u7ba1\u7406\uff1a\u786e\u4fdd\u672c\u5730 Maven \u4ed3\u5e93\u53ef\u6b63\u5e38\u8bbf\u95ee\u4e2d\u592e\u4ed3\u5e93\uff0c\u6216\u914d\u7f6e\u963f\u91cc\u4e91\u955c\u50cf\u52a0\u901f\u4f9d\u8d56\u4e0b\u8f7d\uff1b<\/li>\n<li>\u53ef\u9009\uff1aDocker 20.10+\uff08\u7528\u4e8e\u5e94\u7528\u5bb9\u5668\u5316\u90e8\u7f72\uff09\u3001Git\uff08\u7248\u672c\u63a7\u5236\uff09\u3002<\/li>\n<\/ol>\n<h3>3.3 \u5f15\u5165 Maven \u4f9d\u8d56<\/h3>\n<p>\u5728 Java \u9879\u76ee\u7684 pom.xml \u6587\u4ef6\u4e2d\uff0c\u5f15\u5165 Java GenKit \u7684\u6838\u5fc3\u4f9d\u8d56\uff0c\u540c\u65f6\u6839\u636e\u9700\u8981\u5bf9\u63a5\u7684\u5927\u6a21\u578b\uff0c\u5f15\u5165\u5bf9\u5e94\u7684\u6a21\u578b\u9002\u914d\u4f9d\u8d56\u3002\u4ee5\u4e0b\u662f\u57fa\u7840\u4f9d\u8d56\u914d\u7f6e\uff08\u4ee5\u6700\u65b0\u7a33\u5b9a\u7248\u4e3a\u4f8b\uff0c\u53ef\u524d\u5f80 Maven \u4e2d\u592e\u4ed3\u5e93\u67e5\u8be2\u6700\u65b0\u7248\u672c\u53f7\uff09\uff1a<\/p>\n<pre><code class=\"XML\">&lt;!-- Java GenKit \u6838\u5fc3\u4f9d\u8d56 --&gt;\n&lt;dependency&gt;\n    &lt;groupId&gt;com.google.genkit&lt;\/groupId&gt;\n    &lt;artifactId&gt;genkit-core&lt;\/artifactId&gt;\n    &lt;version&gt;1.0.0&lt;\/version&gt;\n&lt;\/dependency&gt;\n&lt;!-- \u901a\u7528\u6a21\u578b\u5bf9\u63a5\u9002\u914d\u5668 --&gt;\n&lt;dependency&gt;\n    &lt;groupId&gt;com.google.genkit&lt;\/groupId&gt;\n    &lt;artifactId&gt;genkit-model&lt;\/artifactId&gt;\n    &lt;version&gt;1.0.0&lt;\/version&gt;\n&lt;\/dependency&gt;\n&lt;!-- \u5bf9\u63a5\u56fd\u5185\u5927\u6a21\u578b\uff1a\u767e\u5ea6\u6587\u5fc3\u4e00\u8a00\u9002\u914d\u5668\uff08\u793a\u4f8b\uff09 --&gt;\n&lt;dependency&gt;\n    &lt;groupId&gt;com.baidu.ai&lt;\/groupId&gt;\n    &lt;artifactId&gt;genkit-wenxin&lt;\/artifactId&gt;\n    &lt;version&gt;1.0.0&lt;\/version&gt;\n&lt;\/dependency&gt;\n&lt;!-- Spring Boot \u96c6\u6210\u4f9d\u8d56\uff08\u4f01\u4e1a\u7ea7\u5f00\u53d1\u63a8\u8350\uff09 --&gt;\n&lt;dependency&gt;\n    &lt;groupId&gt;com.google.genkit&lt;\/groupId&gt;\n    &lt;artifactId&gt;genkit-spring-boot-starter&lt;\/artifactId&gt;\n    &lt;version&gt;1.0.0&lt;\/version&gt;\n&lt;\/dependency&gt;<\/code><\/pre>\n<p><strong>\u56fd\u5185\u955c\u50cf\u914d\u7f6e<\/strong>\uff1a\u82e5 Maven \u62c9\u53d6\u4f9d\u8d56\u7f13\u6162\uff0c\u5728 settings.xml \u4e2d\u914d\u7f6e\u963f\u91cc\u4e91\u4e2d\u592e\u4ed3\u5e93\u955c\u50cf\uff1a<\/p>\n<pre><code class=\"XML\">&lt;mirror&gt;\n    &lt;id&gt;aliyunmaven&lt;\/id&gt;\n    &lt;mirrorOf&gt;central&lt;\/mirrorOf&gt;\n    &lt;url&gt;https:\/\/maven.aliyun.com\/repository\/public&lt;\/url&gt;\n&lt;\/mirror&gt;<\/code><\/pre>\n<h3>3.4 \u914d\u7f6e\u5927\u6a21\u578b\u5bc6\u94a5<\/h3>\n<p>\u5bf9\u63a5\u95ed\u6e90\u5927\u6a21\u578b\uff08\u5982\u6587\u5fc3\u4e00\u8a00\u3001\u901a\u4e49\u5343\u95ee\u3001OpenAI\uff09\u65f6\uff0c\u9700\u8981\u5728\u9879\u76ee\u4e2d\u914d\u7f6e\u6a21\u578b\u7684 API \u5bc6\u94a5\u4e0e\u8bf7\u6c42\u5730\u5740\u3002\u63a8\u8350\u5728 application.yml\uff08Spring Boot \u9879\u76ee\uff09\u4e2d\u505a\u96c6\u4e2d\u914d\u7f6e\uff0c\u907f\u514d\u786c\u7f16\u7801\uff1a<\/p>\n<pre><code class=\"YAML\">genkit:\n  model:\n    # \u767e\u5ea6\u6587\u5fc3\u4e00\u8a00\u914d\u7f6e\n    wenxin:\n      api-key: \u4f60\u7684\u6587\u5fc3\u4e00\u8a00API_KEY\n      secret-key: \u4f60\u7684\u6587\u5fc3\u4e00\u8a00SECRET_KEY\n      base-url: https:\/\/aip.baidubce.com\/rpc\/2.0\/ai_custom\/v1\/wenxinworkshop\/chat\/ernie-3.5-8k\n    # \u963f\u91cc\u901a\u4e49\u5343\u95ee\u914d\u7f6e\uff08\u53ef\u9009\uff09\n    qianwen:\n      api-key: \u4f60\u7684\u901a\u4e49\u5343\u95eeAPI_KEY\n      base-url: https:\/\/dashscope.aliyuncs.com\/api\/v1\/services\/aigc\/text-generation\/generation<\/code><\/pre>\n<p><strong>\u5bc6\u94a5\u83b7\u53d6<\/strong>\uff1a\u6587\u5fc3\u4e00\u8a00\u5bc6\u94a5\u53ef\u5728<a href=\"https:\/\/link.segmentfault.com\/?enc=pw4YF2t4YdXFKSKzqy%2Fggg%3D%3D.Z1kfYjczskFJXvKOjjchYP1ceEPWw43o%2BQkV%2FAzfjtM%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">\u767e\u5ea6\u667a\u80fd\u4e91\u63a7\u5236\u53f0<\/a>\u83b7\u53d6\uff0c\u901a\u4e49\u5343\u95ee\u5bc6\u94a5\u5728<a href=\"https:\/\/link.segmentfault.com\/?enc=vcvU%2BXKHD6kPh2JEZbDy%2Bg%3D%3D.BTawnjLY%2FEYNcYE2is3BkzIyLjakj1IgVaGxKOBpBdM%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">\u963f\u91cc\u4e91\u7075\u79ef\u5e73\u53f0<\/a>\u83b7\u53d6\uff0c\u5747\u9700\u5b8c\u6210\u5f00\u53d1\u8005\u8ba4\u8bc1\u5e76\u5f00\u901a\u5bf9\u5e94\u6a21\u578b\u670d\u52a1\u3002<\/p>\n<h2>\u56db\u3001Java GenKit \u6838\u5fc3\u529f\u80fd\u5feb\u901f\u4e0a\u624b<\/h2>\n<h3>4.1 \u57fa\u7840\u6587\u672c\u751f\u6210\uff1a\u8c03\u7528\u5927\u6a21\u578b\u5b9e\u73b0\u5bf9\u8bdd<\/h3>\n<p>Java GenKit \u5c01\u88c5\u4e86\u6807\u51c6\u5316\u7684 ChatModel \u63a5\u53e3\uff0c\u65e0\u8bba\u5bf9\u63a5\u54ea\u4e2a\u5927\u6a21\u578b\uff0c\u90fd\u53ef\u901a\u8fc7\u7edf\u4e00\u7684 API \u5b9e\u73b0\u6587\u672c\u751f\u6210 \/ \u5bf9\u8bdd\u529f\u80fd\u3002\u4ee5\u4e0b\u662f\u57fa\u4e8e<strong>\u767e\u5ea6\u6587\u5fc3\u4e00\u8a00<\/strong>\u7684\u7b80\u5355\u5bf9\u8bdd\u793a\u4f8b\uff08Spring Boot \u9879\u76ee\uff09\uff1a<\/p>\n<pre><code class=\"Java\">import com.google.genkit.core.chat.ChatCompletion;\nimport com.google.genkit.core.chat.ChatMessage;\nimport com.google.genkit.core.chat.ChatModel;\nimport com.google.genkit.wenxin.WenxinChatModel;\nimport org.springframework.beans.factory.annotation.Autowired;\nimport org.springframework.web.bind.annotation.GetMapping;\nimport org.springframework.web.bind.annotation.RequestParam;\nimport org.springframework.web.bind.annotation.RestController;\n\nimport java.util.List;\n\n@RestController\npublic class SimpleChatController {\n    \/\/ \u6ce8\u5165\u6587\u5fc3\u4e00\u8a00\u804a\u5929\u6a21\u578b\uff08\u7531GenKit Starter\u81ea\u52a8\u88c5\u914d\uff09\n    @Autowired\n    private WenxinChatModel wenxinChatModel;\n\n    \/\/ \u7b80\u5355\u5bf9\u8bdd\u63a5\u53e3\uff1a\u63a5\u6536\u7528\u6237\u95ee\u9898\uff0c\u8fd4\u56deAI\u56de\u7b54\n    @GetMapping(&quot;\/chat&quot;)\n    public String chat(@RequestParam String question) {\n        \/\/ \u6784\u9020\u7528\u6237\u6d88\u606f\n        ChatMessage userMsg = ChatMessage.user(question);\n        \/\/ \u8c03\u7528\u6a21\u578b\u751f\u6210\u56de\u7b54\n        ChatCompletion completion = wenxinChatModel.generate(List.of(userMsg));\n        \/\/ \u83b7\u53d6AI\u56de\u590d\u5185\u5bb9\n        return completion.getChoices().get(0).getMessage().getContent();\n    }\n}<\/code><\/pre>\n<p>\u542f\u52a8 Spring Boot \u9879\u76ee\u540e\uff0c\u8bbf\u95ee<a href=\"https:\/\/link.segmentfault.com\/?enc=u8MuOdtCaDCd4hBKlzg4Fg%3D%3D.0yJeqL9zCKIDoEY57ooZRue%2BbQbVriPuh%2Bih49HV%2FLxca7vRKIbeA3TWaB5OPkwe\" rel=\"nofollow noopener noreferrer\" target=\"_blank\"> http:\/\/localhost:8080\/chat?question=<\/a>\u4ecb\u7ecd\u4e00\u4e0b Java GenKit\uff0c\u5373\u53ef\u83b7\u53d6\u6587\u5fc3\u4e00\u8a00\u7684 AI \u56de\u590d\uff0c\u5b9e\u73b0\u6700\u57fa\u7840\u7684\u751f\u6210\u5f0f AI \u5bf9\u8bdd\u529f\u80fd\u3002<\/p>\n<h3>4.2 \u63d0\u793a\u8bcd\u5de5\u7a0b\uff1a\u6784\u5efa\u7ed3\u6784\u5316\u63d0\u793a\u8bcd<\/h3>\n<p>\u751f\u6210\u5f0f AI \u7684\u6548\u679c\u5f88\u5927\u7a0b\u5ea6\u4f9d\u8d56\u63d0\u793a\u8bcd\uff0cJava GenKit \u63d0\u4f9b\u4e86 PromptTemplate \u7c7b\uff0c\u652f\u6301\u7ed3\u6784\u5316\u63d0\u793a\u8bcd\u6a21\u677f\u5b9a\u4e49\u3001\u53c2\u6570\u5316\u586b\u5145\uff0c\u907f\u514d\u786c\u7f16\u7801\u63d0\u793a\u8bcd\u5e26\u6765\u7684\u7ef4\u62a4\u95ee\u9898\u3002\u793a\u4f8b\u5982\u4e0b\uff1a<\/p>\n<pre><code class=\"Java\">import com.google.genkit.core.prompt.PromptTemplate;\nimport org.springframework.stereotype.Component;\n\nimport java.util.Map;\n\n@Component\npublic class PromptTemplateManager {\n    \/\/ \u5b9a\u4e49\u201cJava\u4ee3\u7801\u751f\u6210\u201d\u63d0\u793a\u8bcd\u6a21\u677f\n    private final PromptTemplate javaCodeGenTemplate = PromptTemplate.of(\n            &quot;\u8bf7\u4f5c\u4e3a\u8d44\u6df1Java\u5f00\u53d1\u5de5\u7a0b\u5e08\uff0c\u6839\u636e\u9700\u6c42\u751f\u6210\u53ef\u8fd0\u884c\u7684{framework}\u4ee3\u7801\uff0c\u8981\u6c42\uff1a1. \u7b26\u5408{codeStyle}\u7f16\u7801\u89c4\u8303\uff1b2. \u589e\u52a0\u5fc5\u8981\u7684\u6ce8\u91ca\uff1b3. \u7ed9\u51fa\u6d4b\u8bd5\u793a\u4f8b\u3002\u9700\u6c42\uff1a{requirement}&quot;\n    );\n\n    \/\/ \u586b\u5145\u6a21\u677f\u53c2\u6570\uff0c\u751f\u6210\u6700\u7ec8\u63d0\u793a\u8bcd\n    public String buildJavaCodeGenPrompt(Map&lt;String, String&gt; params) {\n        return javaCodeGenTemplate.render(params);\n    }\n}<\/code><\/pre>\n<p>\u4f7f\u7528\u65f6\u53ea\u9700\u4f20\u5165\u53c2\u6570\u6620\u5c04\uff0c\u5373\u53ef\u751f\u6210\u7ed3\u6784\u5316\u63d0\u793a\u8bcd\uff1a<\/p>\n<pre><code class=\"Java\">@Autowired\nprivate PromptTemplateManager promptManager;\n\npublic void genJavaCode() {\n    Map&lt;String, String&gt; params = Map.of(\n            &quot;framework&quot;, &quot;Spring Boot&quot;,\n            &quot;codeStyle&quot;, &quot;\u963f\u91cc\u5df4\u5df4Java\u5f00\u53d1\u624b\u518c&quot;,\n            &quot;requirement&quot;, &quot;\u5b9e\u73b0\u4e00\u4e2a\u7528\u6237\u4fe1\u606f\u67e5\u8be2\u7684Rest\u63a5\u53e3\uff0c\u652f\u6301\u6839\u636e\u7528\u6237ID\u67e5\u8be2&quot;\n    );\n    String prompt = promptManager.buildJavaCodeGenPrompt(params);\n    \/\/ \u5c06prompt\u4f20\u5165\u804a\u5929\u6a21\u578b\uff0c\u5373\u53ef\u751f\u6210\u7b26\u5408\u8981\u6c42\u7684\u4ee3\u7801\n    ChatMessage userMsg = ChatMessage.user(prompt);\n    String code = wenxinChatModel.generate(List.of(userMsg)).getChoices().get(0).getMessage().getContent();\n    System.out.println(code);\n}<\/code><\/pre>\n<p>\u8be5\u65b9\u5f0f\u53ef\u5c06\u63d0\u793a\u8bcd\u4e0e\u4e1a\u52a1\u4ee3\u7801\u89e3\u8026\uff0c\u4fbf\u4e8e\u540e\u7eed\u4f18\u5316\u548c\u7ef4\u62a4\u3002<\/p>\n<h3>4.3 \u5de5\u5177\u8c03\u7528\uff1a\u8ba9 AI \u8c03\u7528\u5916\u90e8\u670d\u52a1<\/h3>\n<p>\u751f\u6210\u5f0f AI \u672c\u8eab\u4e0d\u5177\u5907\u5b9e\u65f6\u6570\u636e\u83b7\u53d6\u3001\u4e1a\u52a1\u903b\u8f91\u6267\u884c\u80fd\u529b\uff0cJava GenKit \u7684<strong>\u5de5\u5177\u8c03\u7528\uff08Tool Calling\uff09<\/strong> \u529f\u80fd\u53ef\u8ba9 AI \u6839\u636e\u7528\u6237\u95ee\u9898\uff0c\u81ea\u52a8\u5224\u65ad\u5e76\u8c03\u7528\u5916\u90e8\u5de5\u5177 \/ \u63a5\u53e3\uff0c\u5b9e\u73b0 \u201cAI + \u4e1a\u52a1\u201d \u7684\u878d\u5408\u3002<\/p>\n<h4>\u6b65\u9aa4 1\uff1a\u5b9a\u4e49\u5de5\u5177\u7c7b\uff08\u4ee5 \u201c\u83b7\u53d6\u56fd\u5185\u5929\u6c14\u4fe1\u606f\u201d \u4e3a\u4f8b\uff09<\/h4>\n<p>\u5b9e\u73b0 GenKit \u7684 Tool \u63a5\u53e3\uff0c\u5b9a\u4e49\u5de5\u5177\u7684\u540d\u79f0\u3001\u63cf\u8ff0\u3001\u5165\u53c2\u548c\u6267\u884c\u903b\u8f91\uff0c\u8fd9\u91cc\u5bf9\u63a5\u56fd\u5185\u516c\u5f00\u7684\u5929\u6c14 API\uff08\u5982\u9ad8\u5fb7\u5730\u56fe\u5929\u6c14 API\uff09\uff1a<\/p>\n<pre><code class=\"Java\">import com.google.genkit.core.tool.Tool;\nimport com.google.genkit.core.tool.ToolInput;\nimport com.google.genkit.core.tool.ToolOutput;\nimport org.springframework.http.HttpEntity;\nimport org.springframework.http.HttpHeaders;\nimport org.springframework.http.HttpMethod;\nimport org.springframework.web.client.RestTemplate;\n\nimport java.util.Map;\n\n\/\/ \u5929\u6c14\u67e5\u8be2\u5de5\u5177\npublic class WeatherQueryTool implements Tool {\n    \/\/ \u9ad8\u5fb7\u5730\u56fe\u5929\u6c14API\u5bc6\u94a5\uff08\u81ea\u884c\u7533\u8bf7\uff09\n    private static final String AMAP_KEY = &quot;\u4f60\u7684\u9ad8\u5fb7\u5730\u56feAPI_KEY&quot;;\n    private static final String AMAP_WEATHER_URL = &quot;https:\/\/restapi.amap.com\/v3\/weather\/weatherInfo?city={city}&amp;key={key}&amp;extensions=base&quot;;\n\n    @Override\n    public String name() {\n        \/\/ \u5de5\u5177\u540d\u79f0\uff0c\u4f9bAI\u8bc6\u522b\n        return &quot;weather_query&quot;;\n    }\n\n    @Override\n    public String description() {\n        \/\/ \u5de5\u5177\u63cf\u8ff0\uff0c\u544a\u8bc9AI\u8be5\u5de5\u5177\u7684\u7528\u9014\u548c\u5165\u53c2\uff0c\u8d8a\u8be6\u7ec6\u8d8a\u51c6\u786e\n        return &quot;\u7528\u4e8e\u67e5\u8be2\u4e2d\u56fd\u56fd\u5185\u57ce\u5e02\u7684\u5b9e\u65f6\u5929\u6c14\u4fe1\u606f\uff0c\u5165\u53c2\u4e3acity\uff08\u57ce\u5e02\u540d\uff0c\u5982\u5317\u4eac\u3001\u4e0a\u6d77\uff09\uff0c\u8fd4\u56de\u8be5\u57ce\u5e02\u7684\u6e29\u5ea6\u3001\u5929\u6c14\u72b6\u51b5\u3001\u98ce\u529b\u7b49\u57fa\u7840\u4fe1\u606f&quot;;\n    }\n\n    @Override\n    public ToolOutput execute(ToolInput input) {\n        \/\/ \u83b7\u53d6AI\u4f20\u5165\u7684\u57ce\u5e02\u53c2\u6570\n        String city = input.get(&quot;city&quot;).toString();\n        \/\/ \u8c03\u7528\u9ad8\u5fb7\u5730\u56fe\u5929\u6c14API\n        RestTemplate restTemplate = new RestTemplate();\n        Map&lt;String, String&gt; urlParams = Map.of(&quot;city&quot;, city, &quot;key&quot;, AMAP_KEY);\n        String weatherResult = restTemplate.exchange(\n                AMAP_WEATHER_URL,\n                HttpMethod.GET,\n                new HttpEntity&lt;&gt;(new HttpHeaders()),\n                String.class,\n                urlParams\n        ).getBody();\n        \/\/ \u8fd4\u56de\u5de5\u5177\u6267\u884c\u7ed3\u679c\n        return ToolOutput.of(weatherResult);\n    }\n}<\/code><\/pre>\n<p><strong>\u9ad8\u5fb7 API \u5bc6\u94a5\u83b7\u53d6<\/strong>\uff1a\u5728<a href=\"https:\/\/link.segmentfault.com\/?enc=LJSR6AGQZeUmNqtdXXPfkA%3D%3D.zPBaet1QB7T1M2hTWbH37AVHO2ehgZobGrfLvFzoV98%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">\u9ad8\u5fb7\u5f00\u653e\u5e73\u53f0<\/a>\u6ce8\u518c\u5f00\u53d1\u8005\uff0c\u5f00\u901a \u201c\u5929\u6c14 API\u201d \u670d\u52a1\u5373\u53ef\u83b7\u53d6\u3002<\/p>\n<h4>\u6b65\u9aa4 2\uff1a\u5c06\u5de5\u5177\u6ce8\u518c\u5230 GenKit \u5e76\u5b9e\u73b0 AI \u81ea\u52a8\u8c03\u7528<\/h4>\n<pre><code class=\"Java\">import com.google.genkit.core.tool.ToolRegistry;\nimport com.google.genkit.wenxin.WenxinChatModel;\nimport org.springframework.beans.factory.InitializingBean;\nimport org.springframework.beans.factory.annotation.Autowired;\nimport org.springframework.stereotype.Service;\n\n@Service\npublic class AiToolService implements InitializingBean {\n    @Autowired\n    private WenxinChatModel wenxinChatModel;\n\n    \/\/ \u521d\u59cb\u5316\uff1a\u5c06\u5929\u6c14\u67e5\u8be2\u5de5\u5177\u6ce8\u518c\u5230GenKit\u5de5\u5177\u6ce8\u518c\u8868\n    @Override\n    public void afterPropertiesSet() throws Exception {\n        ToolRegistry.register(new WeatherQueryTool());\n        \/\/ \u4e3a\u6587\u5fc3\u4e00\u8a00\u6a21\u578b\u5f00\u542f\u5de5\u5177\u8c03\u7528\u80fd\u529b\n        wenxinChatModel.enableToolCalling(ToolRegistry.allTools());\n    }\n\n    \/\/ AI\u5de5\u5177\u8c03\u7528\u5165\u53e3\n    public String aiWithTool(String question) {\n        ChatMessage userMsg = ChatMessage.user(question);\n        \/\/ \u6a21\u578b\u4f1a\u81ea\u52a8\u5224\u65ad\u662f\u5426\u9700\u8981\u8c03\u7528\u5de5\u5177\uff0c\u65e0\u9700\u624b\u52a8\u5e72\u9884\n        ChatCompletion completion = wenxinChatModel.generate(List.of(userMsg));\n        return completion.getChoices().get(0).getMessage().getContent();\n    }\n}<\/code><\/pre>\n<p>\u5f53\u7528\u6237\u63d0\u95ee <strong>\u201c\u676d\u5dde\u4eca\u5929\u7684\u5929\u6c14\u600e\u4e48\u6837\uff1f\u201d<\/strong> \u65f6\uff0cAI \u4f1a\u81ea\u52a8\u8bc6\u522b\u5e76\u8c03\u7528 weather_query \u5de5\u5177\uff0c\u83b7\u53d6\u9ad8\u5fb7\u5730\u56fe\u7684\u5b9e\u65f6\u5929\u6c14\u6570\u636e\u540e\uff0c\u6574\u7406\u6210\u81ea\u7136\u8bed\u8a00\u56de\u590d\u7528\u6237\uff1b\u82e5\u7528\u6237\u63d0\u95ee\u4e0d\u6d89\u53ca\u5929\u6c14\uff0cAI \u5219\u76f4\u63a5\u7ed9\u51fa\u56de\u7b54\uff0c\u5b9e\u73b0\u4e86\u5de5\u5177\u7684\u667a\u80fd\u8c03\u7528\u3002<\/p>\n<h2>\u4e94\u3001\u5b9e\u6218\uff1a\u6784\u5efa\u4e00\u4e2a Java GenKit + Spring Boot \u667a\u80fd\u95ee\u7b54\u673a\u5668\u4eba<\/h2>\n<p>\u672c\u8282\u5c06\u7ed3\u5408\u4e0a\u8ff0\u6838\u5fc3\u529f\u80fd\uff0c\u6784\u5efa\u4e00\u4e2a\u9762\u5411<strong>\u56fd\u5185\u5f00\u53d1\u8005\u7684 Java \u6280\u672f\u667a\u80fd\u95ee\u7b54\u673a\u5668\u4eba<\/strong>\uff0c\u5177\u5907\u4ee5\u4e0b\u80fd\u529b\uff1a<\/p>\n<ol>\n<li>\u89e3\u7b54 Java \u6280\u672f\u76f8\u5173\u95ee\u9898\uff08\u57fa\u7840\u8bed\u6cd5\u3001\u6846\u67b6\u3001\u6027\u80fd\u4f18\u5316\uff09\uff1b<\/li>\n<li>\u6309\u9700\u751f\u6210 Java\/Spring Boot \u4ee3\u7801\uff1b<\/li>\n<li>\u8c03\u7528\u5916\u90e8\u5de5\u5177\u67e5\u8be2 Java \u76f8\u5173\u6280\u672f\u6587\u6863\u7684\u6700\u65b0\u4fe1\u606f\uff08\u4ee5\u83dc\u9e1f\u6559\u7a0b API \u4e3a\u4f8b\uff09\u3002<\/li>\n<\/ol>\n<h3>5.1 \u9879\u76ee\u67b6\u6784\u8bbe\u8ba1<\/h3>\n<p>\u91c7\u7528\u7ecf\u5178\u7684 Spring Boot \u5206\u5c42\u67b6\u6784\uff0c\u7ed3\u5408 Java GenKit \u7684\u80fd\u529b\u505a\u5206\u5c42\uff1a<\/p>\n<ul>\n<li><strong>\u63a7\u5236\u5c42\uff08Controller\uff09<\/strong>\uff1a\u63d0\u4f9b REST \u63a5\u53e3\uff0c\u63a5\u6536\u524d\u7aef\u7528\u6237\u8bf7\u6c42\uff1b<\/li>\n<li><strong>\u670d\u52a1\u5c42\uff08Service\uff09<\/strong>\uff1a\u5c01\u88c5 GenKit \u7684\u6a21\u578b\u8c03\u7528\u3001\u63d0\u793a\u8bcd\u6a21\u677f\u3001\u5de5\u5177\u8c03\u7528\u6838\u5fc3\u903b\u8f91\uff1b<\/li>\n<li><strong>\u5de5\u5177\u5c42\uff08Tool\uff09<\/strong>\uff1a\u5b9e\u73b0\u6280\u672f\u6587\u6863\u67e5\u8be2\u3001\u4ee3\u7801\u683c\u5f0f\u5316\u7b49\u81ea\u5b9a\u4e49\u5de5\u5177\uff1b<\/li>\n<li><strong>\u914d\u7f6e\u5c42\uff08Config\uff09<\/strong>\uff1a\u914d\u7f6e\u6a21\u578b\u5bc6\u94a5\u3001\u5de5\u5177\u6ce8\u518c\u3001GenKit \u521d\u59cb\u5316\u3002<\/li>\n<\/ul>\n<h3>5.2 \u6838\u5fc3\u529f\u80fd\u5f00\u53d1<\/h3>\n<h4>5.2.1 \u81ea\u5b9a\u4e49\u6280\u672f\u6587\u6863\u67e5\u8be2\u5de5\u5177<\/h4>\n<p>\u5bf9\u63a5\u83dc\u9e1f\u6559\u7a0b\u7684\u516c\u5f00 API\uff0c\u5b9e\u73b0 Java \u6280\u672f\u6587\u6863\u7684\u5b9e\u65f6\u67e5\u8be2\uff0c\u5de5\u5177\u7c7b\u5b9e\u73b0 Tool \u63a5\u53e3\uff08\u7c7b\u4f3c 4.3 \u8282\u7684\u5929\u6c14\u5de5\u5177\uff09\uff0c\u6838\u5fc3\u903b\u8f91\u4e3a\u6839\u636e\u7528\u6237\u8f93\u5165\u7684 <strong>Java \u77e5\u8bc6\u70b9<\/strong>\uff08\u5982\u96c6\u5408\u3001\u591a\u7ebf\u7a0b\uff09\uff0c\u8c03\u7528\u83dc\u9e1f\u6559\u7a0b API \u8fd4\u56de\u5bf9\u5e94\u7684\u6587\u6863\u94fe\u63a5\u548c\u6838\u5fc3\u6458\u8981\u3002<\/p>\n<h4>5.2.2 \u5c01\u88c5\u591a\u573a\u666f\u63d0\u793a\u8bcd\u6a21\u677f<\/h4>\n<p>\u5728 PromptTemplateManager \u4e2d\u5b9a\u4e49 3 \u7c7b\u63d0\u793a\u8bcd\u6a21\u677f\uff1a<\/p>\n<ul>\n<li>Java \u57fa\u7840\u95ee\u7b54\u6a21\u677f\uff1a\u8981\u6c42 AI \u4ee5\u901a\u4fd7\u6613\u61c2\u7684\u8bed\u8a00\u89e3\u7b54\uff0c\u7ed3\u5408\u56fd\u5185\u5f00\u53d1\u8005\u7684\u5b66\u4e60\u4e60\u60ef\uff1b<\/li>\n<li>Java \u4ee3\u7801\u751f\u6210\u6a21\u677f\uff1a\u9075\u5faa\u300a\u963f\u91cc\u5df4\u5df4 Java \u5f00\u53d1\u624b\u518c\u300b\uff0c\u751f\u6210\u53ef\u76f4\u63a5\u8fd0\u884c\u7684\u4ee3\u7801\uff1b<\/li>\n<li>Java \u95ee\u9898\u6392\u67e5\u6a21\u677f\uff1a\u8981\u6c42 AI \u5206\u6790\u95ee\u9898\u539f\u56e0\uff0c\u5e76\u7ed9\u51fa\u5177\u4f53\u7684\u89e3\u51b3\u6b65\u9aa4\u548c\u4ee3\u7801\u793a\u4f8b\u3002<\/li>\n<\/ul>\n<h4>5.2.3 \u5b9e\u73b0\u591a\u6a21\u578b\u515c\u5e95\u7b56\u7565<\/h4>\n<p>\u4e3a\u63d0\u5347\u5e94\u7528\u7684\u7a33\u5b9a\u6027\uff0c\u914d\u7f6e<strong>\u6587\u5fc3\u4e00\u8a00<\/strong>\u4e3a\u4e3b\u6a21\u578b\uff0c<strong>\u901a\u4e49\u5343\u95ee<\/strong>\u4e3a\u515c\u5e95\u6a21\u578b\uff0c\u5f53\u4e3b\u6a21\u578b\u8c03\u7528\u5931\u8d25\u65f6\uff0c\u81ea\u52a8\u5207\u6362\u5230\u515c\u5e95\u6a21\u578b\uff1a<\/p>\n<pre><code class=\"Java\">@Service\npublic class MultiModelService {\n    @Autowired\n    private WenxinChatModel wenxinChatModel;\n    @Autowired\n    private QianwenChatModel qianwenChatModel;\n\n    \/\/ \u591a\u6a21\u578b\u8c03\u7528\u65b9\u6cd5\uff0c\u5b9e\u73b0\u515c\u5e95\n    public String multiModelGenerate(String prompt) {\n        ChatMessage userMsg = ChatMessage.user(prompt);\n        try {\n            \/\/ \u4f18\u5148\u8c03\u7528\u6587\u5fc3\u4e00\u8a00\n            return wenxinChatModel.generate(List.of(userMsg)).getChoices().get(0).getMessage().getContent();\n        } catch (Exception e) {\n            \/\/ \u4e3b\u6a21\u578b\u5931\u8d25\uff0c\u8c03\u7528\u901a\u4e49\u5343\u95ee\u515c\u5e95\n            System.err.println(&quot;\u6587\u5fc3\u4e00\u8a00\u8c03\u7528\u5931\u8d25\uff0c\u5207\u6362\u4e3a\u901a\u4e49\u5343\u95ee\uff1a&quot; + e.getMessage());\n            return qianwenChatModel.generate(List.of(userMsg)).getChoices().get(0).getMessage().getContent();\n        }\n    }\n}<\/code><\/pre>\n<h4>5.2.4 \u7f16\u5199\u63a7\u5236\u5c42\u63a5\u53e3<\/h4>\n<p>\u63d0\u4f9b\u7edf\u4e00\u7684\u95ee\u7b54\u5165\u53e3\uff0c\u652f\u6301 GET\/POST \u8bf7\u6c42\uff0c\u9002\u914d\u524d\u7aef\u548c\u63a5\u53e3\u6d4b\u8bd5\u5de5\u5177\u8c03\u7528\uff1a<\/p>\n<pre><code class=\"Java\">@RestController\n@RequestMapping(&quot;\/java-qa&quot;)\npublic class JavaQaController {\n    @Autowired\n    private PromptTemplateManager promptManager;\n    @Autowired\n    private MultiModelService multiModelService;\n    @Autowired\n    private AiToolService aiToolService;\n\n    \/\/ \u901a\u7528\u95ee\u7b54\u63a5\u53e3\n    @PostMapping(&quot;\/ask&quot;)\n    public Map&lt;String, String&gt; ask(@RequestBody Map&lt;String, String&gt; request) {\n        String question = request.get(&quot;question&quot;);\n        String type = request.get(&quot;type&quot;); \/\/ question\uff1a\u57fa\u7840\u95ee\u7b54\uff0ccode\uff1a\u4ee3\u7801\u751f\u6210\uff0ctrouble\uff1a\u95ee\u9898\u6392\u67e5\n        \/\/ \u6839\u636e\u7c7b\u578b\u9009\u62e9\u5bf9\u5e94\u7684\u63d0\u793a\u8bcd\u6a21\u677f\n        Map&lt;String, String&gt; promptParams = Map.of(&quot;requirement&quot;, question);\n        String prompt = switch (type) {\n            case &quot;code&quot; -&gt; promptManager.buildJavaCodeGenPrompt(promptParams);\n            case &quot;trouble&quot; -&gt; promptManager.buildJavaTroubleShootPrompt(promptParams);\n            default -&gt; promptManager.buildJavaBasicQaPrompt(promptParams);\n        };\n        \/\/ \u8c03\u7528\u591a\u6a21\u578b\u670d\u52a1\u83b7\u53d6\u56de\u7b54\n        String answer = multiModelService.multiModelGenerate(prompt);\n        return Map.of(&quot;code&quot;, &quot;200&quot;, &quot;msg&quot;, &quot;success&quot;, &quot;answer&quot;, answer);\n    }\n\n    \/\/ \u5de5\u5177\u8c03\u7528\u4e13\u5c5e\u63a5\u53e3\uff08\u5982\u67e5\u8be2\u6280\u672f\u6587\u6863\u3001\u5929\u6c14\u7b49\uff09\n    @GetMapping(&quot;\/ask-with-tool&quot;)\n    public Map&lt;String, String&gt; askWithTool(@RequestParam String question) {\n        String answer = aiToolService.aiWithTool(question);\n        return Map.of(&quot;code&quot;, &quot;200&quot;, &quot;msg&quot;, &quot;success&quot;, &quot;answer&quot;, answer);\n    }\n}<\/code><\/pre>\n<h3>5.3 \u9879\u76ee\u6d4b\u8bd5<\/h3>\n<p>\u542f\u52a8 Spring Boot \u9879\u76ee\u540e\uff0c\u4f7f\u7528 Postman\/ApiPost \u8c03\u7528\u63a5\u53e3\u505a\u6d4b\u8bd5\uff1a<\/p>\n<ol>\n<li><strong>Java \u57fa\u7840\u95ee\u7b54<\/strong>\uff1aPOST \u8bf7\u6c42<a href=\"https:\/\/link.segmentfault.com\/?enc=oXNWT4zkr%2Fi3s8xbV7DUjA%3D%3D.Q3Y7LoWzaJ9sqZu5FOYum%2Fn0dyFS2jgk20IguYOft7%2FRQg4k5xBKq1nvRXJBywVY\" rel=\"nofollow noopener noreferrer\" target=\"_blank\"> http:\/\/localhost:8080\/java-qa\/ask<\/a>\uff0c\u8bf7\u6c42\u4f53{&#8220;question&#8221;:&#8221;HashMap \u548c ConcurrentHashMap \u7684\u533a\u522b&#8221;\uff0c&#8221;type&#8221;:&#8221;question&#8221;}\uff0cAI \u4f1a\u6309\u56fd\u5185\u5f00\u53d1\u8005\u7684\u5b66\u4e60\u4e60\u60ef\u8be6\u7ec6\u89e3\u7b54\uff1b<\/li>\n<li><strong>\u4ee3\u7801\u751f\u6210<\/strong>\uff1aPOST \u8bf7\u6c42<a href=\"https:\/\/link.segmentfault.com\/?enc=J4ofs9R0Y1Ys%2FS6Ze6DgKA%3D%3D.vSCLqW5xzK6GyFUeprIA3EsOygGtap8JXbb6sOWLwwREFevxpFaH4%2FI9PuTJVasJ\" rel=\"nofollow noopener noreferrer\" target=\"_blank\"> http:\/\/localhost:8080\/java-qa\/ask<\/a>\uff0c\u8bf7\u6c42\u4f53{&#8220;question&#8221;:&#8221;\u5b9e\u73b0 Spring Boot \u7684\u5206\u9875\u67e5\u8be2\u63a5\u53e3&#8221;\uff0c&#8221;type&#8221;:&#8221;code&#8221;}\uff0cAI \u4f1a\u751f\u6210\u7b26\u5408\u963f\u91cc\u7f16\u7801\u89c4\u8303\u7684\u5206\u9875\u4ee3\u7801\u5e76\u7ed9\u51fa\u6d4b\u8bd5\u793a\u4f8b\uff1b<\/li>\n<li><strong>\u5de5\u5177\u8c03\u7528<\/strong>\uff1aGET \u8bf7\u6c42<a href=\"https:\/\/link.segmentfault.com\/?enc=FmWgSLNecNZfJ%2BABSVQamg%3D%3D.qJ14SI9LPca5tAdI9Y5kOAarH1Jyi8VRRHh6EZhFdMuUVnD%2BUJ8Crbgq8C3B%2FvyVAJkZ6YByu2BdgmyrjOBLpw%3D%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\"> http:\/\/localhost:8080\/java-qa\/ask-with-tool?question=<\/a>\u67e5\u8be2 Java \u96c6\u5408\u7684\u83dc\u9e1f\u6559\u7a0b\u6587\u6863\uff0cAI \u4f1a\u8c03\u7528\u81ea\u5b9a\u4e49\u5de5\u5177\uff0c\u8fd4\u56de\u83dc\u9e1f\u6559\u7a0b Java \u96c6\u5408\u7684\u6587\u6863\u94fe\u63a5\u548c\u6838\u5fc3\u6458\u8981\u3002<\/li>\n<\/ol>\n<h3>5.4 \u6027\u80fd\u4f18\u5316<\/h3>\n<ol>\n<li><strong>\u8fde\u63a5\u6c60\u4f18\u5316<\/strong>\uff1a\u914d\u7f6e OkHttp \u8fde\u63a5\u6c60\uff0c\u590d\u7528\u5927\u6a21\u578b API \u7684 HTTP \u8fde\u63a5\uff0c\u51cf\u5c11\u8fde\u63a5\u5efa\u7acb\u7684\u5f00\u9500\uff1b<\/li>\n<li><strong>\u8bf7\u6c42\u7f13\u5b58<\/strong>\uff1a\u5bf9\u9ad8\u9891\u7684 Java \u57fa\u7840\u95ee\u9898\u56de\u7b54\u505a\u672c\u5730\u7f13\u5b58\uff08\u5982 Caffeine\uff09\uff0c\u907f\u514d\u91cd\u590d\u8c03\u7528\u5927\u6a21\u578b API\uff1b<\/li>\n<li><strong>\u5f02\u6b65\u8c03\u7528<\/strong>\uff1a\u5c06\u6a21\u578b\u8c03\u7528\u903b\u8f91\u5c01\u88c5\u4e3a\u5f02\u6b65\u65b9\u6cd5\uff08@Async\uff09\uff0c\u63d0\u5347\u63a5\u53e3\u7684\u5e76\u53d1\u5904\u7406\u80fd\u529b\uff1b<\/li>\n<li><strong>\u53c2\u6570\u8c03\u4f18<\/strong>\uff1a\u6839\u636e\u4e1a\u52a1\u9700\u6c42\u8c03\u6574\u5927\u6a21\u578b\u7684\u53c2\u6570\uff08\u5982 temperature \u8bbe\u4e3a 0.2 \u63d0\u5347\u56de\u7b54\u7684\u51c6\u786e\u6027\uff0cmax_tokens \u9650\u5236\u56de\u7b54\u957f\u5ea6\uff09\u3002<\/li>\n<\/ol>\n<h2>\u516d\u3001\u5e94\u7528\u90e8\u7f72<\/h2>\n<p>Java GenKit \u6784\u5efa\u7684\u5e94\u7528\u4e3a\u6807\u51c6\u7684 Java\/Spring Boot \u5e94\u7528\uff0c\u652f\u6301<strong>\u4f20\u7edf\u90e8\u7f72<\/strong>\u3001<strong>\u5bb9\u5668\u5316\u90e8\u7f72<\/strong>\u3001<strong>\u4e91\u539f\u751f\u90e8\u7f72<\/strong>\u4e09\u79cd\u65b9\u5f0f\uff0c\u9002\u914d\u56fd\u5185\u4e3b\u6d41\u7684\u4e91\u670d\u52a1\u5668\uff08\u963f\u91cc\u4e91\u3001\u817e\u8baf\u4e91\u3001\u534e\u4e3a\u4e91\uff09\u3002<\/p>\n<h3>6.1 \u4f20\u7edf\u90e8\u7f72\uff08\u4e91\u670d\u52a1\u5668\u5355\u673a\uff09<\/h3>\n<ol>\n<li>\u4f7f\u7528 mvn clean package -DskipTests \u5c06\u9879\u76ee\u6253\u5305\u4e3a JAR \u5305\uff1b<\/li>\n<li>\u5c06 JAR \u5305\u4e0a\u4f20\u5230\u4e91\u670d\u52a1\u5668\uff08\u5982\u963f\u91cc\u4e91 ECS\uff09\uff0c\u786e\u4fdd\u670d\u52a1\u5668\u5b89\u88c5\u4e86 JDK 17+\uff1b<\/li>\n<li>\u4f7f\u7528\u540e\u53f0\u8fd0\u884c\u547d\u4ee4\u542f\u52a8\u5e94\u7528\uff1anohup java -jar xxx-0.0.1-SNAPSHOT.jar &#8211;server.port=80 &gt; app.log 2&gt;&#038;1 &#038;\uff1b<\/li>\n<li>\u914d\u7f6e\u4e91\u670d\u52a1\u5668\u7684\u5b89\u5168\u7ec4\uff0c\u5f00\u653e\u5bf9\u5e94\u7684\u7aef\u53e3\uff08\u5982 80\uff09\uff0c\u5373\u53ef\u901a\u8fc7\u516c\u7f51 IP \u8bbf\u95ee\u5e94\u7528\u3002<\/li>\n<\/ol>\n<h3>6.2 \u5bb9\u5668\u5316\u90e8\u7f72\uff08Docker\uff09<\/h3>\n<ol>\n<li>\u5728\u9879\u76ee\u6839\u76ee\u5f55\u7f16\u5199 Dockerfile\uff08\u9002\u914d\u56fd\u5185\u955c\u50cf\u6e90\uff09\uff1a<\/li>\n<\/ol>\n<pre><code class=\"Dockerfile\"># \u57fa\u4e8e\u963f\u91cc\u4e91\u7684OpenJDK 17\u955c\u50cf\nFROM registry.cn-hangzhou.aliyuncs.com\/openjdk\/openjdk:17-jdk-slim\n# \u8bbe\u5b9a\u5de5\u4f5c\u76ee\u5f55\nWORKDIR \/app\n# \u590d\u5236\u6253\u5305\u540e\u7684JAR\u5305\u5230\u5bb9\u5668\nCOPY target\/xxx-0.0.1-SNAPSHOT.jar app.jar\n# \u914d\u7f6e\u56fd\u5185\u955c\u50cf\u6e90\uff0c\u52a0\u901f\u5bb9\u5668\u5185\u4f9d\u8d56\uff08\u82e5\u6709\uff09\nRUN sed -i 's\/deb.debian.org\/mirrors.aliyun.com\/g' \/etc\/apt\/sources.list\n# \u66b4\u9732\u7aef\u53e3\nEXPOSE 8080\n# \u542f\u52a8\u547d\u4ee4\nENTRYPOINT [&quot;java&quot;, &quot;-jar&quot;, &quot;app.jar&quot;]<\/code><\/pre>\n<ol>\n<li>\u6784\u5efa Docker \u955c\u50cf\uff1adocker build -t java-ai-qa:v1 \u3002;<\/li>\n<li>\u8fd0\u884c Docker \u5bb9\u5668\uff1adocker run -d -p 8080:8080 &#8211;name java-ai-qa java-ai-qa:v1\uff1b<\/li>\n<li>\u82e5\u9700\u6301\u4e45\u5316\u65e5\u5fd7\uff0c\u53ef\u6302\u8f7d\u6570\u636e\u5377\uff1adocker run -d -p 8080:8080 -v \/home\/logs:\/app\/logs &#8211;name java-ai-qa java-ai-qa:v1\u3002<\/li>\n<\/ol>\n<h3>6.3 \u4e91\u539f\u751f\u90e8\u7f72\uff08K8s\uff09<\/h3>\n<p>\u5bf9\u4e8e\u4f01\u4e1a\u7ea7\u751f\u4ea7\u73af\u5883\uff0c\u53ef\u5c06 Docker \u955c\u50cf\u63a8\u9001\u5230\u963f\u91cc\u4e91\u5bb9\u5668\u955c\u50cf\u670d\u52a1\uff08ACR\uff09\/ \u817e\u8baf\u4e91\u5bb9\u5668\u955c\u50cf\u670d\u52a1\uff08TCR\uff09\uff0c\u7136\u540e\u7f16\u5199 K8s \u7684 Deployment \u548c Service \u914d\u7f6e\u6587\u4ef6\uff0c\u5b9e\u73b0\u5e94\u7528\u7684\u591a\u526f\u672c\u90e8\u7f72\u3001\u8d1f\u8f7d\u5747\u8861\u548c\u81ea\u52a8\u6269\u7f29\u5bb9\uff0c\u9002\u914d\u9ad8\u5e76\u53d1\u573a\u666f\u3002<\/p>\n<h2>\u4e03\u3001Java GenKit \u9ad8\u7ea7\u7279\u6027<\/h2>\n<h3>7.1 \u5de5\u4f5c\u6d41\u7f16\u6392\uff08Workflow\uff09<\/h3>\n<p>\u5bf9\u4e8e\u590d\u6742\u7684\u751f\u6210\u5f0f AI \u573a\u666f\uff08\u5982 \u201c\u9700\u6c42\u5206\u6790\u2192\u4ee3\u7801\u751f\u6210\u2192\u4ee3\u7801\u683c\u5f0f\u5316\u2192\u6d4b\u8bd5\u7528\u4f8b\u751f\u6210\u2192\u7ed3\u679c\u6c47\u603b\u201d\uff09\uff0cJava GenKit \u7684\u5de5\u4f5c\u6d41\u5f15\u64ce\u53ef\u901a\u8fc7<strong>\u94fe\u5f0f\u8c03\u7528<\/strong>\u6216<strong>\u53ef\u89c6\u5316\u914d\u7f6e<\/strong>\u5b9e\u73b0\u6b65\u9aa4\u7f16\u6392\uff0c\u652f\u6301\u540c\u6b65 \/ \u5f02\u6b65\u6b65\u9aa4\u3001\u5206\u652f\u5224\u65ad\u3001\u5f02\u5e38\u91cd\u8bd5\u7b49\u903b\u8f91\uff0c\u793a\u4f8b\u5982\u4e0b\uff1a<\/p>\n<pre><code class=\"Java\">\/\/ \u5b9a\u4e49\u4ee3\u7801\u751f\u6210\u5de5\u4f5c\u6d41\nWorkflow codeGenWorkflow = Workflow.builder()\n        .step(&quot;analysis&quot;, req -&gt; promptManager.buildRequirementAnalysisPrompt(req)) \/\/ \u9700\u6c42\u5206\u6790\n        .step(&quot;genCode&quot;, analysisResult -&gt; multiModelService.multiModelGenerate(analysisResult)) \/\/ \u4ee3\u7801\u751f\u6210\n        .step(&quot;formatCode&quot;, code -&gt; codeFormatTool.execute(ToolInput.of(Map.of(&quot;code&quot;, code))).getContent()) \/\/ \u4ee3\u7801\u683c\u5f0f\u5316\n        .step(&quot;genTest&quot;, code -&gt; promptManager.buildTestGenPrompt(Map.of(&quot;code&quot;, code))) \/\/ \u6d4b\u8bd5\u7528\u4f8b\u751f\u6210\n        .build();\n\/\/ \u6267\u884c\u5de5\u4f5c\u6d41\nString finalResult = codeGenWorkflow.execute(userRequirement);<\/code><\/pre>\n<h3>7.2 \u672c\u5730\u6a21\u578b\u90e8\u7f72<\/h3>\n<p>Java GenKit \u652f\u6301\u5bf9\u63a5\u672c\u5730\u90e8\u7f72\u7684\u5f00\u6e90\u5927\u6a21\u578b\uff08\u5982 Llama 3\u3001Qwen-7B\u3001Baichuan-13B\uff09\uff0c\u53ea\u9700\u5f15\u5165\u5bf9\u5e94\u7684\u672c\u5730\u6a21\u578b\u9002\u914d\u5668\uff0c\u914d\u7f6e\u6a21\u578b\u7684\u672c\u5730\u63a8\u7406\u5730\u5740\uff08\u5982 OpenAI \u517c\u5bb9\u7684 \/api\/v1\/chat\/completions\uff09\uff0c\u5373\u53ef\u5b9e\u73b0\u672c\u5730\u6a21\u578b\u7684\u8c03\u7528\uff0c\u907f\u514d\u7f51\u7edc\u8bf7\u6c42\u5f00\u9500\uff0c\u63d0\u5347\u6570\u636e\u5b89\u5168\u6027\u3002<\/p>\n<h3>7.3 \u591a\u6a21\u6001\u652f\u6301<\/h3>\n<p>\u6700\u65b0\u7248\u672c\u7684 Java GenKit \u5df2\u652f\u6301\u591a\u6a21\u6001\u6a21\u578b\uff08\u5982\u6587\u5fc3\u4e00\u8a00\u591a\u6a21\u6001\u3001\u901a\u4e49\u5343\u95ee\u591a\u6a21\u6001\uff09\uff0c\u53ef\u5b9e\u73b0\u56fe\u7247\u8bc6\u522b\u3001\u56fe\u6587\u751f\u6210\u3001\u89c6\u89c9\u95ee\u7b54\u7b49\u529f\u80fd\uff0c\u53ea\u9700\u5f15\u5165 genkit-multimodal \u4f9d\u8d56\uff0c\u4f7f\u7528 MultiModalModel \u63a5\u53e3\u5373\u53ef\u5b8c\u6210\u591a\u6a21\u6001\u8bf7\u6c42\u7684\u5c01\u88c5\u548c\u8c03\u7528\u3002<\/p>\n<h2>\u516b\u3001\u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848<\/h2>\n<ol>\n<li><strong>Maven \u62c9\u53d6 Java GenKit \u4f9d\u8d56\u5931\u8d25<\/strong>\uff1a\u68c0\u67e5 JDK \u7248\u672c\u662f\u5426\u4e3a 17+\uff0c\u914d\u7f6e\u963f\u91cc\u4e91 Maven \u955c\u50cf\uff0c\u6216\u76f4\u63a5\u4ece Maven \u4e2d\u592e\u4ed3\u5e93\u624b\u52a8\u4e0b\u8f7d\u4f9d\u8d56\uff1b<\/li>\n<li><strong>\u5927\u6a21\u578b API \u8c03\u7528\u8d85\u65f6<\/strong>\uff1a\u589e\u52a0 HTTP \u8bf7\u6c42\u7684\u8d85\u65f6\u65f6\u95f4\u914d\u7f6e\uff0c\u914d\u7f6e\u8fde\u63a5\u6c60\uff0c\u6216\u5f00\u542f\u591a\u6a21\u578b\u515c\u5e95\u7b56\u7565\uff1b<\/li>\n<li><strong>AI \u65e0\u6cd5\u6b63\u786e\u8c03\u7528\u5de5\u5177<\/strong>\uff1a\u4f18\u5316\u5de5\u5177\u7684 description\uff0c\u5c3d\u53ef\u80fd\u8be6\u7ec6\u8bf4\u660e\u7528\u9014\u3001\u5165\u53c2\u683c\u5f0f\u548c\u53d6\u503c\u8303\u56f4\uff0c\u540c\u65f6\u8c03\u6574\u6a21\u578b\u7684 top_p \u53c2\u6570\u63d0\u5347\u5de5\u5177\u8c03\u7528\u7684\u51c6\u786e\u6027\uff1b<\/li>\n<li><strong>\u5e94\u7528\u5e76\u53d1\u91cf\u4f4e<\/strong>\uff1a\u5f00\u542f\u5f02\u6b65\u8c03\u7528\uff0c\u4f18\u5316 JVM \u53c2\u6570\uff08\u5982\u8c03\u6574\u5806\u5185\u5b58\u3001\u5f00\u542f G1 \u5783\u573e\u6536\u96c6\u5668\uff09\uff0c\u6216\u4f7f\u7528 Nginx \u505a\u53cd\u5411\u4ee3\u7406\u5b9e\u73b0\u8d1f\u8f7d\u5747\u8861\uff1b<\/li>\n<li><strong>\u6a21\u578b\u5207\u6362\u540e\u529f\u80fd\u5f02\u5e38<\/strong>\uff1a\u68c0\u67e5\u662f\u5426\u9075\u5faa Java GenKit \u7684\u7edf\u4e00\u63a5\u53e3\u89c4\u8303\uff0c\u907f\u514d\u76f4\u63a5\u8c03\u7528\u6a21\u578b\u539f\u751f API\uff0c\u786e\u4fdd\u63d0\u793a\u8bcd\u6a21\u677f\u4e0e\u6a21\u578b\u7279\u6027\u517c\u5bb9\u3002<\/li>\n<\/ol>\n<h2>\u4e5d\u3001\u603b\u7ed3\u4e0e\u5c55\u671b<\/h2>\n<p>Java GenKit \u4e3a Java \u751f\u6001\u5f00\u53d1\u8005\u6253\u5f00\u4e86\u751f\u6210\u5f0f AI \u5f00\u53d1\u7684\u5927\u95e8\uff0c\u5b83\u901a\u8fc7<strong>\u6807\u51c6\u5316\u7684 API<\/strong>\u3001<strong>\u4e30\u5bcc\u7684\u6838\u5fc3\u529f\u80fd<\/strong>\u3001<strong>\u4e0e Java \u4e3b\u6d41\u6846\u67b6\u7684\u65e0\u7f1d\u96c6\u6210<\/strong>\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf Java \u5f00\u53d1\u8005\u5f00\u53d1\u751f\u6210\u5f0f AI \u5e94\u7528\u65f6\u7684 \u201c\u6a21\u578b\u5bf9\u63a5\u590d\u6742\u3001\u5de5\u4f5c\u6d41\u7f16\u6392\u7e41\u7410\u3001\u6280\u672f\u6808\u4e0d\u517c\u5bb9\u201d \u7b49\u75db\u70b9\u3002<\/p>\n<p>\u76f8\u8f83\u4e8e\u4f20\u7edf LLM SDK \u548c\u540c\u7c7b\u6846\u67b6\uff0cJava GenKit \u5728\u8f7b\u91cf\u5316\u3001\u53ef\u89c2\u6d4b\u6027\u3001\u56fd\u5185\u6a21\u578b\u9002\u914d\u6027\u4e0a\u66f4\u5177\u4f18\u52bf\uff0c\u5c24\u5176\u9002\u5408 Java \u5f00\u53d1\u8005\u5feb\u901f\u843d\u5730\u4f01\u4e1a\u7ea7 AI \u5e94\u7528\u3002\u7ed3\u5408\u56fd\u5185\u7684\u5927\u6a21\u578b\u751f\u6001\uff08\u6587\u5fc3\u4e00\u8a00\u3001\u901a\u4e49\u5343\u95ee\u3001\u8baf\u98de\u661f\u706b\uff09\u548c\u5f00\u6e90\u5de5\u5177\uff0cJava GenKit \u53ef\u5feb\u901f\u6784\u5efa\u51fa\u8d34\u5408\u56fd\u5185\u4e1a\u52a1\u573a\u666f\u7684\u751f\u6210\u5f0f AI \u5e94\u7528\uff0c\u5982\u667a\u80fd\u95ee\u7b54\u673a\u5668\u4eba\u3001\u4ee3\u7801\u751f\u6210\u5de5\u5177\u3001\u4e1a\u52a1\u6587\u6863\u81ea\u52a8\u751f\u6210\u7cfb\u7edf\u3001\u667a\u80fd\u5ba2\u670d\u7b49\u3002<\/p>\n<p>\u672a\u6765\uff0c\u968f\u7740\u751f\u6210\u5f0f AI \u6280\u672f\u7684\u53d1\u5c55\uff0cJava GenKit \u5c06\u8fdb\u4e00\u6b65\u5b8c\u5584\u672c\u5730\u6a21\u578b\u9002\u914d\u3001\u591a\u6a21\u6001\u878d\u5408\u3001\u4f4e\u4ee3\u7801\u5f00\u53d1\u7b49\u80fd\u529b\uff0c\u6210\u4e3a Java \u5f00\u53d1\u8005\u6784\u5efa\u751f\u6210\u5f0f AI \u5e94\u7528\u7684\u9996\u9009\u5de5\u5177\u3002\u5bf9\u4e8e Java \u5f00\u53d1\u8005\u800c\u8a00\uff0c\u638c\u63e1 Java GenKit \u4e0d\u4ec5\u80fd\u63d0\u5347\u5f00\u53d1\u6548\u7387\uff0c\u66f4\u80fd\u5feb\u901f\u6293\u4f4f\u751f\u6210\u5f0f AI \u7684\u6280\u672f\u98ce\u53e3\uff0c\u5b9e\u73b0\u6280\u672f\u80fd\u529b\u7684\u5347\u7ea7\u3002<\/p>\n<p><strong>\u62d3\u5c55\u5b66\u4e60\u8d44\u6e90<\/strong>\uff1a<\/p>\n<ol>\n<li><a href=\"https:\/\/link.segmentfault.com\/?enc=EYwLfCsTKy5mgfM4q39Rzw%3D%3D.5ub2076cQJAhmstcVNXmiodn7lfbPpoqpYiCB55z5IEZC0zrcRwL72pZKZ%2B8%2Fro3\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">Java GenKit \u5b98\u65b9\u6587\u6863<\/a><\/li>\n<li><a href=\"https:\/\/link.segmentfault.com\/?enc=7LcvKbY4aGl0nCGxrZGV6g%3D%3D.GcuMP5HXwVK0VVhmI5xh7ChIAPjdLUUhLmLPUDEdFnI%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">\u767e\u5ea6\u6587\u5fc3\u4e00\u8a00\u5f00\u653e\u5e73\u53f0<\/a><\/li>\n<li><a href=\"https:\/\/link.segmentfault.com\/?enc=t0tMslVrE36IbzGB4dnBSQ%3D%3D.91tXr2rKqXRmoi0BZiv3lRyTExgjRJYU3bAaetucjsY%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">\u963f\u91cc\u901a\u4e49\u5343\u95ee\u7075\u79ef\u5e73\u53f0<\/a><\/li>\n<li><a href=\"https:\/\/link.segmentfault.com\/?enc=cSCsEPhk4k7DXytYITQjEA%3D%3D.J4MTrE27gppRFTv284dQG8WkA9tbB6JSYEmLQcbpPPg%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">\u9ad8\u5fb7\u5730\u56fe\u5f00\u653e\u5e73\u53f0<\/a><\/li>\n<li><a href=\"https:\/\/link.segmentfault.com\/?enc=vJHXW2OkJBLbK3wSW2OWVQ%3D%3D.RnX%2BwtaCLphgW3jt8IkdvnWmNi2iWwW4TTHG%2Fqe3ptI%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">\u83dc\u9e1f\u6559\u7a0b\u5f00\u653e\u5e73\u53f0<\/a><\/li>\n<\/ol>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000047655314\">https:\/\/segmentfault.com\/a\/1190000047655314<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u751f\u6210\u5f0f AI \u7684\u5feb\u901f\u666e\u53ca\u8ba9\u5f00\u53d1\u8005\u4eec\u8feb\u5207\u9700\u8981\u8f7b\u91cf\u5316\u3001\u8d34\u5408 Java \u6280\u672f\u6808\u7684\u5f00\u53d1\u5de5\u5177\uff0cJava GenKi [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-10021314","post","type-post","status-publish","format-standard","hentry","category-share"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021314","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10021314"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021314\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10021314"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10021314"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10021314"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}