{"id":9494,"date":"2025-11-11T17:52:45","date_gmt":"2025-11-11T09:52:45","guid":{"rendered":"\/?p=9494"},"modified":"2025-11-11T17:52:45","modified_gmt":"2025-11-11T09:52:45","slug":"text2sql-nl2sql%ef%bc%88%e4%b8%83%ef%bc%89text2graphql%ef%bc%9a%e5%81%9a%e7%bb%9f%e4%b8%80%e7%9a%84%e6%a0%87%e5%87%86-ai-%e7%b3%bb%e7%bb%9f","status":"publish","type":"post","link":"\/?p=9494","title":{"rendered":"Text2SQL \/ NL2SQL\uff08\u4e03\uff09Text2GraphQL\uff1a\u505a\u7edf\u4e00\u7684\u6807\u51c6 AI \u7cfb\u7edf"},"content":{"rendered":"<p>\u8fd9\u662f Text2SQL \u7cfb\u5217\u7b2c\u4e03\u7bc7\uff0c\u4e3b\u8981\u8ba8\u8bba Text2GraphQL\uff08Text-to-GQL\uff09\uff0c\u8fd9\u4e2a\u4e3b\u9898\u662f\u5e73\u53f0\u5316\u548c\u6570\u636e\u6cbb\u7406\u7684\u5ef6\u7eed\uff0c\u81f4\u529b\u4e8e\u51cf\u5c11\u975e\u6807\uff0c\u7528<strong>\u4e00\u5957\u7edf\u4e00\u6807\u51c6\u7cfb\u7edf\u517c\u5bb9\u5e95\u5c42\u4e0d\u540c\u6570\u636e\u7684\u4ea7\u54c1<\/strong>\uff0c\u4e0d\u7528\u6362\u4e86\u4ea7\u54c1\u548c\u6570\u636e\u5e93\u4fbf\u9700\u8981\u91cd\u65b0\u5fae\u8c03\u3001\u6362\u63d0\u793a\u8bcd\u3002<\/p>\n<p>\u4e4b\u524d\u7cfb\u5217\u5206\u4eab\u4e86Text-to-SQL\u6570\u636e\u96c6\u3001\u8036\u9c81\u5927\u5b66 Spider 2 TOP1 \u5b9e\u73b0\u3001\u9009\u62e9\u9002\u5408\u7684\u5f00\u6e90\u9879\u76ee\u3001\u51c6\u786e\u7387\u548c\u6548\u7387\u7684\u8bc4\u4f30\u6307\u6807\u3001<a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzU4NjY4MzA4Ng==&amp;mid=2247483931&amp;idx=1&amp;sn=673b2eeb42d0db65f697c4644ee6cba9&amp;scene=21#wechat_redirect\"><strong>\u6210\u719f\u7684 AI \u7cfb\u7edf\u2014\u2014\u5728\u7ebf\u5b9e\u65f6\u8bc4\u4f30\u8bbe\u8ba1<\/strong><\/a>\u3001\u6570\u636e\u6cbb\u7406\u4e0e\u5e73\u53f0\u5316\u2014\u2014\u5f15\u5165 GraphQL\u548c\u6570\u636e\u6e56\u3002\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u4ece\u6587\u672b\u5408\u96c6\u8df3\u8f6c\u6216\u8005\u53bb\u516c\u4f17\u53f7\u9996\u9875\u67e5\u627e\u9605\u8bfb\u3002<\/p>\n<h2>\u5199\u5728\u524d\u9762<\/h2>\n<p><em>P.S:<\/em> <em>\u6f84\u6e05\u4e00\u4e0b\uff0c\u8fd9\u91cc\u7684 GraphQL \u4e0d\u540c\u4e8e \u56fe\u6570\u636e\u5e93\u7684 GraphQL\uff0c\u4e24\u8005\u5355\u8bcd\u4e00\u6837\uff0c\u5bb9\u6613\u6df7\u6dc6\u3002\u672c\u6587\u8ba8\u8bba\u7684 GraphQL \u662f<\/em> <em>Facebook \u57282015\u5e74\u5f00\u6e90\u7684<strong>\u7528\u4e8e API \u7684\u67e5\u8be2\u8bed\u8a00\uff0c\u8d44\u6599\u94fe\u63a5\uff1a<\/strong><a href=\"https:\/\/graphql.cn\/learn\/\">https:\/\/graphql.cn\/learn\/<\/a><\/em><\/p>\n<p>\u4e0a\u4e00\u7bc7\u6587\u7ae0\u63d0\u5230 <a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzU4NjY4MzA4Ng==&amp;mid=2247483949&amp;idx=1&amp;sn=5112d751596e1decafb331949d52c470&amp;scene=21#wechat_redirect\">GraphQL \u548c \u6570\u636e\u6e56<\/a>\uff0c\u8fd9\u4e24\u8005\u7684\u5f15\u5165\u6709\u4e00\u79cd\u5de5\u7a0b\u5b66\u4e0a\u7684\u8bbe\u8ba1\u54f2\u5b66\uff1a\u9ad8\u5185\u805a\u3001\u4f4e\u8026\u5408\u3002GraphQL \u8bed\u6cd5\u4e00\u81f4\uff0c\u907f\u514d\u4e86\u4e0d\u540c\u6570\u636e\u5e93\u7684\u8bed\u6cd5\uff08SQL Dialect\uff09\u5dee\u5f02\uff0c\u6bcf\u4e00\u79cd SQL \u90fd\u9700\u8981\u5fae\u8c03\u6216\u8005\u4e0d\u540c\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\uff1b\u5b83<strong>\u6ca1\u6709\u548c\u4efb\u4f55\u7279\u5b9a\u6570\u636e\u5e93\u6216\u8005\u5b58\u50a8\u5f15\u64ce\u7ed1\u5b9a<\/strong>\uff0c\u800c\u662f\u4f9d\u9760\u73b0\u6709\u7684\u4ee3\u7801\u548c\u6570\u636e\u652f\u6491\uff0c\u57fa\u4e8e\u6570\u636e\u5b9a\u4e49\u6765\u67e5\u8be2\uff1b\u5b83\u8fd8\u53ef\u4ee5<strong>\u901a\u8fc7\u4e00\u4e2a\u5355\u4e00\u5165\u53e3\u7aef\u70b9\u5f97\u5230\u6240\u6709\u7684\u6570\u636e<\/strong>\uff0c\u975e\u5e38\u9002\u5408\u6570\u636e\u805a\u5408\u548c\u5206\u6790\u3002\u56de\u5473\u7b2c\u516d\u7bc7\u6587\u7ae0\u7b2c 3 \u7ae0\u8282\uff08\u6570\u636e\u6e56\u548c GraphQL \u6d1e\u5bdf\uff09\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzU4NjY4MzA4Ng==&amp;mid=2247483949&amp;idx=1&amp;sn=5112d751596e1decafb331949d52c470&amp;scene=21#wechat_redirect\">Text2SQL \/ NL2SQL\uff08\u516d\uff09\u6570\u636e\u6cbb\u7406\u4e0e\u5e73\u53f0\u5316\uff1a\u6570\u636e\u6e56\u548c GraphQL<\/a><\/p>\n<p>\u8fd9\u4e9b\u4f18\u7f8e\u7684\u7279\u8d28\uff0c\u8ba9\u6211\u4eec\u53ef\u4ee5\u805a\u7126\u4e8e\u4e00\u79cd\u65b9\u6848\uff0c<strong>\u5f62\u6210\u6807\u51c6\u4ea7\u54c1<\/strong>\uff0c\u800c\u4e0d\u662f\u7ed9\u6bcf\u79cd\u4ea7\u54c1\u505a\u4e00\u4e2a\u5b9a\u5236\uff0c\u5f80\u6210\u719f\u7684\u5546\u4e1a\u5316\u8fc8\u8fdb\u4e00\u5927\u6b65\u3002<\/p>\n<ol>\n<li><strong>\u6709\u591a\u5c11\u4eba\u5de5\u5c31\u6709\u591a\u5c11\u667a\u80fd<\/strong>\u3002\u4e0d\u7ba1\u662f\u6570\u636e\u96c6\u51c6\u5907\u3001Semantic Layer \u8bbe\u7f6e\u3001\u63d0\u793a\u8bcd\u6a21\u677f\u8c03\u8bd5\uff0c\u90fd\u9700\u8981\u5927\u91cf\u9ad8\u8d28\u91cf\u7684\u4eba\u5de5\u5de5\u4f5c\uff0c\u4e0d\u7136\u53ea\u80fd\u662fGarbage in, Garbage out\u3002<\/li>\n<li>\u6ca1\u6709\u9002\u7528\u4e8e\u5168\u90e8\u4efb\u52a1\u7684\u63d0\u793a\u8bcd\u548c\u5de5\u4f5c\u6d41\uff0c\u5fc5\u987b<strong>\u5728\u51c6\u786e\u6027\u548c\u7ec6\u5206\u7a0b\u5ea6\u505a\u53d6\u820d<\/strong>\u3002\u5c24\u5176\u5728 Text-to-SQL \u9886\u57df\uff0c\u4efb\u4f55\u4e00\u4e2a\u6761\u4ef6\u7684\u53d8\u5316\uff0c\u90fd\u4f1a\u5f71\u54cd\u5230\u6700\u7ec8\u7684\u7ed3\u679c\u3002<\/li>\n<li>\u4e00\u4e2a\u597d\u7684 AI \u4ea7\u54c1\u7684\u5173\u952e\u5728\u4e8e\uff1a<\/li>\n<\/ol>\n<ul>\n<li>\u660e\u786e\u80fd\u529b\u8fb9\u754c<\/li>\n<li>\u6570\u636e\u5206\u6790\u6df1\u5165<\/li>\n<li>\u4e1a\u52a1\u903b\u8f91\u7406\u89e3\u6df1\u5165<\/li>\n<li>\u67b6\u6784\u8bbe\u8ba1\u5408\u7406\uff0c\u5c3d\u91cf\u8ba9 LLM \u5c11\u505a\u4e0d\u786e\u5b9a\u7684\u4e8b\uff0c\u4e0d\u64c5\u957f\u7684\u6d3b<\/li>\n<li>LLM \u73b0\u6709\u80fd\u529b\u6269\u5c55\uff0c\u53ef\u4ee5\u589e\u52a0 tools \u8c03\u7528\u3001<strong>MCP<\/strong><\/li>\n<\/ul>\n<h2><strong>\u770b\u770b\u67b6\u6784<\/strong><\/h2>\n<p>\u8ddf Text2SQL \u7c7b\u4f3c\uff0c\u53ef\u4ee5\u7406\u89e3\u4e3a\u53e6\u4e00\u79cd SQL\uff0c<strong>\u4e0d\u540c\u7684\u662f\u6709\u4e1a\u52a1\u9884\u5b9a\u4e49\u7684\u8bed\u4e49\u5c42\uff08Semantic Layer\uff09\uff0c\u8c03\u7528\u7684\u6570\u636e\u6765\u6e90\u4e3a\u6570\u636e\u6e56\uff0c\u6216\u6570\u636e\u6e56\u4ed3<\/strong>\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251111174201003.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u6700\u5e95\u5c42\u7684\u4ea7\u54c1\u6570\u636e\u5e93\uff0c\u53ef\u80fd\u4f1a\u6709\u591a\u79cd\u6765\u6e90\uff0c\u5173\u7cfb\u578b\u6570\u636e\u5e93\uff08MySQL\u3001PostgreSQL\uff09\u3001\u975e\u5173\u7cfb\u578b\u6570\u636e\u5e93\uff08MongoDB\u3001Redis\uff09\u3001Cassandra\u3001HBase ...\u5206\u5e03\u5f0f\u6570\u636e\u5e93\uff08Hadoop HDFS\uff09\u7b49\uff1b<\/p>\n<p>\u8fd9\u4e9b\u4f1a\u63a5\u5165\u5230<strong>\u6570\u636e\u6e56\u4ed3\u7edf\u4e00\u7ba1\u7406<\/strong>\uff0c\u4f5c\u4e3a\u57fa\u7840\u8bbe\u65bd\u5b8c\u5584 meta \u4fe1\u606f\uff08\u5199\u597d\u63cf\u8ff0\uff0c\u6253\u597d\u6807\u7b7e\uff09\uff1b<\/p>\n<p>\u7136\u540e\u901a\u8fc7 <strong>GraphQL \u66b4\u9732 API \u63a5\u53e3<\/strong>\uff0c\u7edf\u4e00\u8c03\u7528\uff0c\u8fd9\u4e00\u5c42\u8fd8\u6709\u91cd\u8981\u7684\u529f\u80fd\u4fbf\u662f schema \u68b3\u7406\u3001GraphQL dimension \/ measurement \/ metric \u914d\u7f6e\uff0c\u662f<strong>\u51c6\u786e\u7387\u7684\u5173\u952e\uff0c\u9700\u8981\u4e0e\u4e1a\u52a1\u5bf9\u9f50\uff0c\u4e00\u534a\u7684\u5de5\u4f5c\u91cf<\/strong>\u4fbf\u5728\u8fd9\u91cc\uff1b<\/p>\n<p>\u6700\u4e0a\u5c42\u4fbf\u662f\u4f7f\u7528 Agentic Workflow \u5b8c\u6210 GraphQL \u7684\u751f\u6210\uff0c\u6821\u9a8c\uff0c\u6267\u884c\uff0c\u83b7\u5f97\u6240\u9700\u7b54\u6848\u3002\u56fe\u4e2d\u4e3e\u4e86\u4e2a\u4f8b\u5b50\uff0c<\/p>\n<p>Query\uff1a\u83b7\u53d6\u56db\u5ddd\u7684\u4eba\u53e3\u548cGDP<\/p>\n<p>GraphQL\uff1a<\/p>\n<pre><code>{    \n  table(where: { city: &quot;\u56db\u5ddd&quot; }) { \n    count(Population)        \n    GDP   \n    }\n}<\/code><\/pre>\n<p>\u4e4d\u4e00\u770b\u6ca1\u4ec0\u4e48\u95ee\u9898\uff0c\u4f46\u662f\uff0c\u5b9e\u9645\u4e0a\u5982\u679c\u7528\u6237\u95ee10\u6b21\uff0c\u5f88\u53ef\u80fd\u4f1a\u51fa\u73b0\u51e0\u4e2a\u7ed3\u679c\uff0c\u56e0\u4e3a\u4eba\u53e3\u6570\u548c GDP \u662f\u52a8\u6001\u53d8\u5316\u7684\uff0c\u7528\u6237\u7684\u95ee\u9898\u91cc\u6ca1\u6709\u660e\u786e\u8fd9\u4e2a\u4fe1\u606f\uff0c\u4e0d\u52a0\u660e\u786e\u7684\u8bdd\uff0cLLM \u6709\u53ef\u80fd\u8fd4\u56de2025\u5e74\u7684\uff0c2024\u5e74\u7684\uff0c\u8fd15\u5e74\u7684\u3002\u6709\u4ee5\u4e0b\u89e3\u51b3\u529e\u6cd5\uff1a<strong>\u591a\u8f6e\u5bf9\u8bdd\u5f15\u5bfc\u7528\u6237\u660e\u786e\u610f\u56fe\uff08\u672a\u6765\u8fdb\u5316\u65b9\u5411\uff09<\/strong>\u3001\u6216\u8005\u5728 <strong>Semantic Layer<\/strong> \u6307\u5b9a\u7c7b\u4f3c\u9ed8\u8ba4\u7684\u9650\u5b9a\u6761\u4ef6\u5e76\u5448\u73b0\u7ed9\u7528\u6237\u3002<\/p>\n<h2><strong>\u6765\u770b\u4e00\u70b9\u70b9\u7ec6\u8282<\/strong><\/h2>\n<p>\u8fd9\u4e00\u7ae0\u662f Text2GraphQL \u7684 <strong>Agentic Workflow<\/strong> \u6d41\u7a0b\uff0c\u6a21\u5757\u8bbe\u8ba1\u5f15\u5165\u4e86\u5f88\u591a AI Agent \u5904\u7406\u4efb\u52a1\uff0c\u540c\u65f6\u5e94\u7528\u4e86 RAG \u6280\u672f\u3002<\/p>\n<p>ps. \u90e8\u5206\u53c2\u8003\u4e86 snowflake \u7684\u8bbe\u8ba1<\/p>\n<p><em>\u56fe\u91cc\u7528 GQL \u4ee3\u6307 GraphQL<\/em><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251111174201213.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u4e0b\u9762\u7528\u4e00\u70b9\u70b9\u7ec6\u8282\uff0c\u5206\u522b\u8bf4\u660e\u6bcf\u4e00\u6b65\u7684\u4f5c\u7528\uff1a<\/p>\n<p><strong>\u2460\u5206\u7c7b Agent<\/strong><\/p>\n<p>\u7528\u6237\u7684\u95ee\u9898\u6709\u65f6\u4f1a\u5f88\u6a21\u7cca\uff0c\u4e0d\u80fd\u53ef\u9760\u5730\u56de\u7b54\u3002\u4f8b\u5982\uff0c\u201c\u53bb\u5e74\u6700\u597d\u7684\u4ea7\u54c1\u662f\u4ec0\u4e48\uff1f\u201d\uff0c\u6700\u597d\u8fd9\u4e2a\u6982\u5ff5\u672c\u8eab\u5c31\u6bd4\u8f83\u6a21\u7cca\u3002\u4e3a\u4e86<strong>\u907f\u514d\u5e7b\u89c9\u5e76\u8d62\u5f97\u7528\u6237\u4fe1\u4efb<\/strong>\uff0c\u9884\u5148\u62d2\u7edd\u6b64\u7c7b\u95ee\u9898\u800c\u4e0d\u662f\u7528\u6f5c\u5728\u7684\u8bef\u5bfc\u6027\u7b54\u6848\u6765\u56de\u7b54\u3002\uff08\u53ef\u4ee5\u5f15\u5165<strong>\u591a\u8f6e\u5bf9\u8bdd<\/strong>\u6765\u5f15\u5bfc\u7528\u6237\u660e\u786e\u9700\u6c42\uff0c\u8fd9\u662f\u53e6\u4e00\u4e2a\u6311\u6218\u4e86\uff09<\/p>\n<p>\u5206\u7c7b Agent \u5c06\u4f20\u5165\u7684 \u7528\u6237Query \u5206\u7c7b\u4e3a<em>\u6a21\u68f1\u4e24\u53ef\u3001\u975e\u6570\u636e\u95ee\u9898\u3001\u975eSQL\u6570\u636e\u95ee\u9898<\/em> \u7b49\uff0c\u5b83\u53ea\u56de\u7b54\u90a3\u4e9b\u6ca1\u6709\u6a21\u68f1\u4e24\u53ef\u4e14\u53ef\u4ee5\u4f7f\u7528SQL\u56de\u7b54\u7684\u95ee\u9898\u3002\u5176\u4ed6\u7c7b\u522b\u7684\u95ee\u9898\u88ab\u62d2\u7edd\uff0c\u5e76\u63d0\u4f9b\u7a33\u5b9a\u56de\u7b54\u7684\u76f8\u4f3c\u95ee\u9898\u63a8\u8350\u3002<\/p>\n<p><strong>\u2461\u7279\u5f81\u63d0\u53d6 Agent<\/strong><\/p>\n<p><strong>\u5206\u7c7b\u540e\uff0c\u7279\u5f81\u63d0\u53d6 Agent \u5206\u6790\u95ee\u9898\uff0c\u63d0\u53d6\u7279\u5f81\u3002\u4f8b\u5982\uff0c\u65f6\u95f4\u5e8f\u5217\u95ee\u9898\u3001\u6d89\u53ca\u6392\u5e8f\u95ee\u9898\u3001\u6d89\u53ca\u591a\u4ea7\u54c1\u805a\u5408\u95ee\u9898... \u8fd9\u4e9b\u7279\u5f81\u63d0\u4f9b\u7ed9\u63a5\u4e0b\u6765\u5de5\u4f5c\u6d41\u4f7f\u7528\uff0c\u53ef\u80fd\u4f1a\u8c03\u7528\u4e0d\u540c\u7684\u63d0\u793a\u8bcd\uff0c\u4ee5\u63d0\u9ad8\u751f\u6210\u7684\u51c6\u786e\u6027\u3002\\<\/strong>\u6ca1\u6709\u9002\u7528\u4e8e\u5168\u90e8\u4efb\u52a1\u7684\u63d0\u793a\u8bcd\u548c\u5de5\u4f5c\u6d41\uff0c\u5fc5\u987b\u5728\u51c6\u786e\u6027\u548c\u7ec6\u5206\u7a0b\u5ea6\u505a\u53d6\u820d**\uff0c\u6216\u8005\u589e\u52a0\u5de5\u4f5c\u6d41\uff0c\u505a\u7ec6\u7c92\u5ea6\u3002\u56e0\u4e3a\u5728 Text-to-SQL \u9886\u57df\uff0c\u4efb\u4f55\u4e00\u4e2a\u6761\u4ef6\u7684\u53d8\u5316\uff0c\u4f1a\u5f71\u54cd\u5230\u6700\u7ec8\u7684\u7ed3\u679c\u3002\u4e1a\u5185\u4e5f\u7ecf\u5e38\u8c03\u4f83\uff0c\u6709\u591a\u5c11\u4eba\u5de5\u5c31\u6709\u591a\u5c11\u667a\u80fd\u3002**<\/p>\n<p><strong>\u2462\u5185\u5bb9\u4e30\u5bcc Agent<\/strong><\/p>\n<p><strong><em>\\<\/em>\u8fd9\u79cd\u6269\u5145\u5bf9\u4e8e\u56de\u7b54\u4e1a\u52a1\u7528\u6237\u7684\u95ee\u9898\u81f3\u5173\u91cd\u8981\uff0c\u8fd9\u4e9b\u95ee\u9898\u6709\u65f6\u7f3a\u4e4f\u5fc5\u8981\u7684\u4e0a\u4e0b\u6587\uff0c\u6765\u6e90\u53ef\u4ee5\u662f\u81ea\u6709\u4e1a\u52a1\u7684 Text-to-GraphQL \u6570\u636e\u96c6\u3002\\<\/strong>\u8fd9\u4e2a Agent \u591a\u7528 RAG \u6df7\u5408\u68c0\u7d22\u83b7\u53d6\u5f97\u5230\u76f8\u5173\u5185\u5bb9\u3002**<\/p>\n<p><strong>\u2463\u81ea\u6709\u4e1a\u52a1 Text-to-GraphQL<\/strong><\/p>\n<p>\u81ea\u6709\u4e1a\u52a1\u7684 Text-to-GraphQL \u6570\u636e\u96c6\uff0c\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u4f20\u5165 LLM\uff0c\u4ee5\u63d0\u9ad8\u751f\u6210 GraphQL \u7684\u51c6\u786e\u7387\uff0c\u51cf\u5c11\u5e7b\u89c9\u3002\u8fd9\u91cc\u4ee5 Hugging Face \u4e0a\u4e00\u4e2a\u6570\u636e\u5e93\u4e3a\u4f8b\uff1a<a href=\"https:\/\/huggingface.co\/datasets\/smjain\/api_graphql\">https:\/\/huggingface.co\/datasets\/smjain\/api_graphql<\/a><\/p>\n<p>\u4e3b\u8981\u5305\u542b\u4ee5\u4e0b\u90e8\u5206\uff1a<strong>1.\u7528\u6237\u63d0\u95eeQuery\uff1b2.GraphQL schema \u4e0a\u4e0b\u6587\uff1b3.\u7528\u5230\u7684\u6570\u636e\u5e93\u8868\u548c\u5b57\u6bb5\uff1b4.Gold GraphQL<\/strong><\/p>\n<p>\u4e0b\u9762\u662f\u4e00\u4e2a\u793a\u4f8b\uff1a\u4e0b\u5212\u7ebf\u6807\u6ce8\u4e86\u4e3b\u8981\u90e8\u5206<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20251111175047885.png\" alt=\"image-20251111175047885\" \/><\/p>\n<p><strong>\u2464GraphQL \u751f\u6210 Agents<\/strong><\/p>\n<p><strong>\u5c06\u4e30\u5bcc\u7684\u4e0a\u4e0b\u6587\u4f20\u9012\u7ed9 GraphQL \u751f\u6210\u7684\u591a\u4e2a Agents\uff0c\u4ed6\u4eec\u53ef\u80fd\u7528\u4e86\u4e0d\u540c\u7684 LLM\uff0c\u53ef\u80fd\u5173\u6ce8\u4e8e\u4e0d\u540c\u7684\u65b9\u9762\u3002\u5b9e\u9645\u4e0a\uff0c\u8fd9\u4e9b Agents \u8bbe\u8ba1\u64c5\u957f\u56de\u7b54\u4e0d\u540c\u7c7b\u578b\u7684\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u6709\u4e9b\u80fd\u66f4\u597d\u5730\u5904\u7406\u4e0e\u65f6\u95f4\u76f8\u5173\u7684\u6982\u5ff5\uff0c\u800c\u53e6\u4e00\u4e9b\u5728\u591a\u4ea7\u54c1\u805a\u5408\u4e2d\u66f4\u6709\u6548\u3002\u56e0\u6b64\uff0c\u4f7f\u7528\u591a\u4e2aLLM\u53ef\u4ee5\u4f7f\u6574\u4e2a\u67e5\u8be2\u751f\u6210\u8fc7\u7a0b\u66f4\u52a0\u5065\u58ee\u548c\u51c6\u786e\u3002\u4f7f\u7528\u4ece\u95ee\u9898\u4e2d\u63d0\u53d6\u7684\u7279\u5f81\u6765\u751f\u6210\u4e3a\u56de\u7b54\u7279\u5b9a\u95ee\u9898\u800c\u91cf\u8eab\u5b9a\u5236\u7684\u63d0\u793a\u8bcd\uff0c\u8fd9\u4e9b\u63d0\u793a\u8bcd\u5305\u542b\u66f4\u5c0f\u3001\u66f4\u5177\u4f53\u7684\u6307\u4ee4\u96c6\u3002<\/strong><\/p>\n<p><strong>\u2465\u5408\u6210 Agent<\/strong><\/p>\n<p>\u4e00\u65e6\u68c0\u67e5\u5e76\u66f4\u6b63\u4e86\u6240\u6709\u751f\u6210\u7684 GraphQL\uff0c\u5b83\u4eec\u5c06\u88ab\u8f6c\u53d1\u5230\u5408\u6210 Agent\uff0c\u5b83\u7c7b\u4f3c\u4e8e\u4e13\u5bb6\u6570\u636e\u5206\u6790\u5e08\uff0c\u63a5\u6536\u591a\u4e2a\u5019\u9009\u8bed\u53e5\u548c\u9644\u52a0\u4e0a\u4e0b\u6587\uff0c\u4f8b\u5982\u76f8\u5173\u6587\u5b57\u548c\u9a8c\u8bc1\u67e5\u8be2\uff0c\u540c\u65f6\u8d4b\u4e88\u7b2c\u2461\u6b65\u7684\u7279\u5f81\u66f4\u591a\u7684\u6743\u91cd\uff0c\u7efc\u5408\u5f97\u51fa\u6700\u7ec8\u7684 Graph QL\u3002<\/p>\n<p><strong>Semantic Model Layer<\/strong><\/p>\n<p>\u4ecb\u7ecd\u4e0b\u8bed\u4e49\u6a21\u578b\u5c42\u7684\u6982\u5ff5<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251111174201365.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u903b\u8f91\u8868\uff08Logical Table\uff09\u662f\u8bed\u4e49\u6a21\u578b\u7684\u57fa\u672c\u6982\u5ff5\u3002\u5b83\u8868\u793a\u7269\u7406\u6570\u636e\u5e93\u8868\u6216\u89c6\u56fe\u3002\u5b83\u901a\u5e38\u5bf9\u5e94\u4e8e\u4e1a\u52a1\u5b9e\u4f53\uff08\u5982\u5ba2\u6237\u3001\u8ba2\u5355\u6216\u4f9b\u5e94\u5546\uff09\u3002\u903b\u8f91\u8868\u4e2d\u7684\u6bcf\u4e00\u884c\u901a\u5e38\u4ee3\u8868\u5b9e\u4f53\u7684\u552f\u4e00\u5b9e\u4f8b\uff0c\u5982\u5ba2\u6237ID\u3002<\/p>\n<p>\u903b\u8f91\u8868\u5305\u542b\u4ee5\u4e0b\u7c7b\u578b\u7684\u5217\uff1a<\/p>\n<ul>\n<li>Dimension \u7ef4\u5ea6\uff08\u8c01\u3001\u4ec0\u4e48\u3001\u5728\u54ea\u91cc\u7b49\u5b9a\u6027\u5c5e\u6027\uff09<\/li>\n<li>Fact \u4e8b\u5b9e\uff08\u6709\u5173\u4e1a\u52a1\u4e8b\u4ef6\u7684\u5b9a\u91cf\u6570\u636e\uff09<\/li>\n<li>Metric \u6307\u6807\uff08\u7528\u4e8e\u91cf\u5316\u548c\u8bc4\u4f30\u6570\u636e\u7684\u5b9a\u91cf\u6307\u6807\uff0c\u5982\uff1a\u6570\u91cf\u3001\u9891\u7387\uff09<\/li>\n<li>Filter \u7b5b\u9009<\/li>\n<\/ul>\n<h2><strong>\u603b\u7ed3<\/strong><\/h2>\n<p>\u5f97\u76ca\u4e8e LLM\u3001RAG\u3001AI Agent \u7b49\u6280\u672f\u7684\u53d1\u5c55\uff0c\u5de5\u7a0b\u4e0a\u4f18\u5316\u5de5\u4f5c\u6d41\uff0c\u8ba9 Text2GQL \u8fbe\u5230 90% \u4ee5\u4e0a\u51c6\u786e\u7387\u6210\u4e3a\u53ef\u80fd\uff0c\u8ba9\u4ea7\u4e1a\u754c\u5e94\u7528\u770b\u5230\u4e86\u66d9\u5149\u3002\u672c\u6587\u5206\u4eab\u4e86\u4e00\u4e2a\u6574\u4f53\u67b6\u6784\u548c\u5177\u4f53\u5b9e\u73b0\u5de5\u4f5c\u6d41\uff0c\u4ee5\u53ca\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u603b\u7ed3\uff08\u5fc3\u5f97\u4f53\u4f1a takeaway\uff09\u3002<\/p>\n<p>\u4ee5\u4e0b\u5fc3\u5f97\u4e0e\u8bf8\u4f4d\u5206\u4eab\uff1a<\/p>\n<p><strong>\u6709\u591a\u5c11\u4eba\u5de5\u5c31\u6709\u591a\u5c11\u667a\u80fd\u3002<\/strong>\u4e0d\u7ba1\u662f\u6570\u636e\u96c6\u51c6\u5907\u3001Semantic Layer \u8bbe\u7f6e\u3001\u63d0\u793a\u8bcd\u6a21\u677f\u8c03\u8bd5\uff0c\u90fd\u9700\u8981\u5927\u91cf\u9ad8\u8d28\u91cf\u7684\u4eba\u5de5\u5de5\u4f5c\uff0c\u4e0d\u7136\u53ea\u80fd\u662fGIGO\uff08garbage in, garbage out\uff0c\u8f93\u5165\u7684\u662f\u5783\u573e\uff0c\u8f93\u51fa\u7684\u4e5f\u662f\u5783\u573e\uff09\u3002<\/p>\n<p>\u73b0\u5728 LLM \u80fd\u529b\u8ba9\u4ea7\u54c1\u80fd\u5f88\u8f7b\u677e\u505a\u523060\u5206\uff0c\u7b80\u5355\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u5c31\u53ef\u4ee5\u8fbe\u5230\uff0c\u4f46\u662f\u4ea7\u4e1a\u754c\u6ca1\u670985\u5206\u751a\u81f3\u66f4\u9ad8\u662f\u6ca1\u6709\u5b9e\u9645\u610f\u4e49\u7684\uff0c\u56e0\u4e3a\u4e0d\u53ef\u9760\uff0c\u7528\u6237\u4e0d\u4fe1\u4efb\uff0c\u8fd8\u9700\u8981\u4eba\u5de5\u5927\u91cf\u6821\u9a8c\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u6ca1\u6709\u9002\u7528\u4e8e\u5168\u90e8\u4efb\u52a1\u7684\u63d0\u793a\u8bcd\u548c\u5de5\u4f5c\u6d41\uff0c\u5fc5\u987b<strong>\u5728\u51c6\u786e\u6027\u548c\u7ec6\u5206\u7a0b\u5ea6\u505a\u53d6\u820d<\/strong>\u3002\u5c24\u5176\u5728 Text-to-SQL \u9886\u57df\uff0c\u4efb\u4f55\u4e00\u4e2a\u6761\u4ef6\u7684\u53d8\u5316\uff0c\u90fd\u4f1a\u5f71\u54cd\u5230\u6700\u7ec8\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u4e00\u4e2a\u597d\u7684 AI \u4ea7\u54c1\u7684\u5173\u952e\u5728\u4e8e\uff1a<\/p>\n<ul>\n<li>\u660e\u786e\u80fd\u529b\u8fb9\u754c<\/li>\n<li>\u6570\u636e\u5206\u5e03\u5206\u6790\u6df1\u5165<\/li>\n<li>\u4e1a\u52a1\u903b\u8f91\u7406\u89e3\u6df1\u5165<\/li>\n<li>\u67b6\u6784\u8bbe\u8ba1\u5408\u7406\uff0c\u5c3d\u91cf\u8ba9LLM\u5c11\u505a\u4e0d\u786e\u5b9a\u7684\u4e8b\uff0c\u4e0d\u64c5\u957f\u7684\u6d3b\uff08\u5982\u6570\u5b66\u8ba1\u7b97\uff09<\/li>\n<\/ul>\n<p>\u6269\u5c55 LLM \u80fd\u529b\uff0c\u53ef\u4ee5\u8c03\u7528 tools \u6216\u8005 MCP\uff08Model Context Protocol\uff09<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd9\u662f Text2SQL \u7cfb\u5217\u7b2c\u4e03\u7bc7\uff0c\u4e3b\u8981\u8ba8\u8bba Text2GraphQL\uff08Text-to-GQL\uff09\uff0c\u8fd9\u4e2a\u4e3b\u9898\u662f\u5e73\u53f0\u5316\u548c\u6570\u636e\u6cbb\u7406\u7684\u5ef6\u7eed\uff0c\u81f4\u529b   \u2026 &#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ngg_post_thumbnail":0},"categories":[288],"tags":[],"_links":{"self":[{"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9494"}],"collection":[{"href":"\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=9494"}],"version-history":[{"count":1,"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9494\/revisions"}],"predecessor-version":[{"id":9495,"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9494\/revisions\/9495"}],"wp:attachment":[{"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9494"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=9494"},{"taxonomy":"post_tag","embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=9494"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}