{"id":204205,"date":"2025-05-29T14:12:22","date_gmt":"2025-05-29T06:12:22","guid":{"rendered":"https:\/\/server.hk\/cnblog\/204205\/"},"modified":"2025-05-29T14:12:22","modified_gmt":"2025-05-29T06:12:22","slug":"sqlrag-transforming-database-interactions-with-natural-language-and-llms","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/204205\/","title":{"rendered":"SQLRAG: Transforming Database Interactions with Natural Language and LLMs"},"content":{"rendered":"<p><b><\/b>     <\/p>\n<h1>SQLRAG: Transforming Database Interactions with Natural Language and LLMs<\/h1>\n<p>\u5c0f\u4f19\u4f34\u4eec\u6709\u6ca1\u6709\u89c9\u5f97\u5b66\u4e60<span style=\"color: #FF6600;, Helvetica, Arial, sans-serif;font-size: 14px;background-color: #FFFFFF\">\u6587\u7ae0<\/span>\u5f88\u6709\u610f\u601d\uff1f\u6709\u610f\u601d\u5c31\u5bf9\u4e86\uff01\u4eca\u5929\u5c31\u7ed9\u5927\u5bb6\u5e26\u6765<span style=\"color: #FF6600;, Helvetica, Arial, sans-serif;font-size: 14px;background-color: #FFFFFF\">\u300aSQLRAG: Transforming Database Interactions with Natural Language and LLMs\u300b<\/span>\uff0c\u4ee5\u4e0b\u5185\u5bb9\u5c06\u4f1a\u6d89\u53ca\u5230<span style=\"color: #FF6600;, Helvetica, Arial, sans-serif;font-size: 14px;background-color: #FFFFFF\"><\/span>\uff0c\u82e5\u662f\u5728\u5b66\u4e60\u4e2d\u5bf9\u5176\u4e2d\u90e8\u5206\u77e5\u8bc6\u70b9\u6709\u7591\u95ee\uff0c\u6216\u8bb8\u770b\u4e86\u672c\u6587\u5c31\u80fd\u5e2e\u5230\u4f60\uff01<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.17golang.com\/uploads\/20241101\/173041942267241adeb9a7e.jpg\" class=\"aligncenter\"><\/p>\n<p>\u5728\u6570\u636e\u9a71\u52a8\u7684\u4e16\u754c\u4e2d\uff0c\u901f\u5ea6\u548c\u6d1e\u5bdf\u529b\u7684\u53ef\u8bbf\u95ee\u6027\u81f3\u5173\u91cd\u8981\uff0csqlrag \u5e26\u6765\u4e86\u4e00\u79cd\u4e0e\u6570\u636e\u5e93\u4ea4\u4e92\u7684\u5168\u65b0\u65b9\u6cd5\u3002\u901a\u8fc7\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b (llm) \u7684\u5f3a\u5927\u529f\u80fd\uff0csqlrag \u4f7f\u7528\u6237\u80fd\u591f\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u6570\u636e\u5e93\uff0c\u4ece\u800c\u65e0\u9700\u6df1\u539a\u7684 sql \u77e5\u8bc6\u3002\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8 sqlrag \u7684\u5de5\u4f5c\u539f\u7406\u3001\u5176\u4e3b\u8981\u529f\u80fd\uff0c\u4ee5\u53ca\u5b83\u5982\u4f55\u901a\u8fc7\u4f18\u96c5\u7684\u754c\u9762\u3001\u7075\u6d3b\u7684\u5904\u7406\u548c\u52a8\u6001\u53ef\u89c6\u5316\u6765\u7b80\u5316\u6570\u636e\u5206\u6790\u3002<\/p>\n<p>sqlrag \u4ee5\u5176\u5c06\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u8f6c\u6362\u4e3a sql \u67e5\u8be2\u7684\u72ec\u7279\u80fd\u529b\u800c\u8131\u9896\u800c\u51fa\uff0c\u5373\u65f6\u63d0\u4f9b\u4ee3\u7801\u548c\u6570\u636e\u53ef\u89c6\u5316\u3002\u5176\u7075\u6d3b\u7684\u67b6\u6784\u652f\u6301 openai \u6a21\u578b\u548c\u5f00\u6e90\u66ff\u4ee3\u65b9\u6848\uff0c\u53ef\u4f9b\u4ece\u4e2a\u4eba\u5f00\u53d1\u4eba\u5458\u5230\u5927\u578b\u4f01\u4e1a\u7684\u4e00\u7cfb\u5217\u7528\u6237\u4f7f\u7528\u3002\u4ee5\u4e0b\u662f sqlrag \u8d8a\u6765\u8d8a\u53d7\u6b22\u8fce\u7684\u4e00\u4e9b\u539f\u56e0\uff1a<\/p>\n<ul>\n<li> <strong>\u7528\u6237\u53cb\u597d\u7684\u67e5\u8be2\uff1a<\/strong>\u7528\u6237\u73b0\u5728\u53ef\u4ee5\u4e0e\u590d\u6742\u7684\u6570\u636e\u5e93\u4ea4\u4e92\uff0c\u800c\u65e0\u9700\u9ad8\u7ea7 sql \u6280\u80fd\u3002\u50cf\u201c\u6309\u5730\u533a\u663e\u793a\u4e0a\u4e2a\u6708\u7684\u9500\u552e\u989d\u201d\u8fd9\u6837\u7684\u7b80\u5355\u63d0\u793a\u4f1a\u751f\u6210 sql \u4ee3\u7801\uff0c\u6267\u884c\u5b83\uff0c\u5e76\u4ee5\u53ef\u89c6\u5316\u5f62\u5f0f\u5448\u73b0\u6570\u636e\u3002<\/li>\n<li> <strong>llm \u6a21\u578b\u7075\u6d3b\u6027\uff1a<\/strong> sqlrag \u652f\u6301 openai \u5f3a\u5927\u7684\u6a21\u578b\u548c gpt4all \u7684\u5f00\u6e90\u66ff\u4ee3\u65b9\u6848\uff0c\u8ba9\u7528\u6237\u53ef\u4ee5\u81ea\u7531\u9009\u62e9\u81ea\u5df1\u559c\u6b22\u7684\u5904\u7406\u73af\u5883\u3002<\/li>\n<li> <strong>redis \u7f13\u5b58\u4ee5\u63d0\u9ad8\u901f\u5ea6\uff1a<\/strong> sqlrag \u7f13\u5b58\u9891\u7e41\u67e5\u8be2\u7684\u7ed3\u679c\uff0c\u4f7f\u7528 redis \u6765\u52a0\u901f\u91cd\u590d\u8bf7\u6c42\u5e76\u51cf\u5c11\u5904\u7406\u65f6\u95f4\u3002<\/li>\n<li> <strong>\u6570\u636e\u53ef\u89c6\u5316\u53d8\u5f97\u7b80\u5355\uff1a<\/strong> sqlrag \u4e0e matplotlib \u96c6\u6210\u4ee5\u5b9e\u73b0\u57fa\u4e8e python \u7684\u53ef\u89c6\u5316\uff0c\u5e76\u4e0e chart.js \u96c6\u6210\uff08\u9002\u5408\u90a3\u4e9b\u559c\u6b22 javascript \u7684\u7528\u6237\uff09\uff0c\u521b\u5efa\u4e86\u4e00\u79cd\u5c06\u6570\u636e\u8f6c\u5316\u4e3a\u89c1\u89e3\u7684\u7b80\u5355\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n<p>sqlrag \u901a\u8fc7\u83b7\u53d6\u81ea\u7136\u8bed\u8a00\u8f93\u5165\u3001\u5c06\u5176\u8f6c\u6362\u4e3a sql \u4ee3\u7801\u3001\u5728\u8fde\u63a5\u7684\u6570\u636e\u5e93\u4e0a\u8fd0\u884c\u67e5\u8be2\u3001\u7136\u540e\u5c06\u7ed3\u679c\u4f5c\u4e3a sql \u4ee3\u7801\u548c\u53ef\u89c6\u6570\u636e\u8f93\u51fa\u6765\u7b80\u5316\u6570\u636e\u5e93\u4ea4\u4e92\u3002 <\/p>\n<p>\u8981\u5f00\u59cb\u4f7f\u7528 sqlrag\uff0c\u9700\u8981\u4ee5\u4e0b\u5148\u51b3\u6761\u4ef6\uff1a<\/p>\n<ul>\n<li>python 3.10 \u6216\u66f4\u9ad8\u7248\u672c<\/li>\n<li>redis\uff08\u53ef\u9009\uff0c\u7528\u4e8e\u7f13\u5b58\u91cd\u590d\u67e5\u8be2\uff09<\/li>\n<li>\u517c\u5bb9\u7684\u6570\u636e\u5e93\uff08postgresql\u3001mysql\u3001sqlite \u7b49\uff09<\/li>\n<li>openai api \u5bc6\u94a5\uff08\u5982\u679c\u4f7f\u7528 openai \u6a21\u578b\uff09<\/li>\n<\/ul>\n<p>\u901a\u8fc7 pip \u5b89\u88c5\u540e\uff0csqlrag \u7684\u8bbe\u7f6e\u5f88\u7b80\u5355\u3002\u4ee5\u4e0b\u662f\u5178\u578b\u7684\u4f7f\u7528\u6d41\u7a0b\uff0c\u5176\u4e2d\u5305\u542b\u5f00\u6e90\u548c openai \u6a21\u578b\u7684\u9009\u9879\u3002<\/p>\n<p>sqlrag \u4f5c\u4e3a python \u5305\u63d0\u4f9b\uff0c\u53ef\u4ee5\u4f7f\u7528 pip \u5b89\u88c5\uff1a<\/p>\n<pre>pip install sqlrag\n<\/pre>\n<p>\u5982\u679c\u4f7f\u7528 openai\uff0c\u8bf7\u5728\u60a8\u7684\u73af\u5883\u4e2d\u8bbe\u7f6e api \u5bc6\u94a5\uff1a<\/p>\n<pre>export openai_api_key=your_openai_key\n<\/pre>\n<p>\u5bf9\u4e8e\u559c\u6b22\u5f00\u6e90\u6a21\u578b\u7684\u7528\u6237\uff0csqlrag \u7684 gpt4all \u652f\u6301\u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u9009\u9879\uff1a<\/p>\n<pre>from sqlrag.open_sql_rag import opensqlrag\n\n# connect to the database and specify the model\nsql_rag = opensqlrag(\"sqlite:\/\/\/mydb.db\", model_name=\"meta-llama-3-8b-instruct.q4_0.gguf\", is_openai=false)\n\n# generate sql and visualize data\ndata = sql_rag.generate_code_and_sql({\"chart_type\": \"chart.js\", \"query\": \"list out all customers\"})\nprint(data)\n<\/pre>\n<p>\u6b64\u529f\u80fd\u5141\u8bb8\u5f00\u53d1\u4eba\u5458\u8f7b\u677e\u5730\u5728\u6a21\u578b\u4e4b\u95f4\u5207\u6362\uff0c\u4f7f\u5176\u6210\u4e3a\u6d4b\u8bd5\u548c\u4e0e\u73b0\u6709\u5de5\u4f5c\u6d41\u7a0b\u96c6\u6210\u7684\u7406\u60f3\u9009\u62e9\u3002<\/p>\n<p>\u901a\u8fc7 openai api \u5bc6\u94a5\uff0c\u7528\u6237\u53ef\u4ee5\u5229\u7528 sqlrag \u7684 openai \u96c6\u6210\uff1a<\/p>\n<pre>from sqlrag.open_sql_rag import OpenSQLRAG\n\n# Connect to the database and use OpenAI model\nsql_rag = OpenSQLRAG(\"sqlite:\/\/\/mydb.db\")\n\n# Generate SQL and visualize data\ndata = sql_rag.generate_code_and_sql({\"chart_type\": \"chart.js\", \"query\": \"List out all customers\"})\nprint(data)\n<\/pre>\n<p>\u4e3a\u4e86\u51cf\u5c11\u5197\u4f59\uff0csqlrag \u96c6\u6210\u4e86 redis \u7f13\u5b58\uff0c\u5b58\u50a8\u5e38\u7528\u67e5\u8be2\u7684\u7ed3\u679c\u3002\u8fd9\u4e0d\u4ec5\u8282\u7701\u4e86\u65f6\u95f4\uff0c\u8fd8\u63d0\u9ad8\u4e86\u67e5\u8be2\u5927\u91cf\u6570\u636e\u5e93\u65f6\u7684\u6027\u80fd\u3002<\/p>\n<p>\u867d\u7136\u4e3b\u8981\u8bbe\u8ba1\u4e3a python \u5e93\uff0c\u4f46 sqlrag \u4e5f\u53ef\u4ee5\u4f5c\u4e3a api \u6258\u7ba1\uff0c\u4ece\u800c\u53ef\u4ee5\u8f7b\u677e\u4e0e web \u5e94\u7528\u7a0b\u5e8f\u6216\u5176\u4ed6\u540e\u7aef\u7cfb\u7edf\u96c6\u6210\uff0c\u7279\u522b\u662f\u5bf9\u4e8e\u5927\u578b\u9879\u76ee\u6216\u7528\u6237\u4ea4\u4e92\u6027\u8f83\u9ad8\u7684\u9879\u76ee\u3002<\/p>\n<ol>\n<li> <strong>\u964d\u4f4e\u590d\u6742\u6027\uff1a<\/strong>\u975e\u6280\u672f\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u4e0e\u6570\u636e\u5e93\u4ea4\u4e92\uff0c\u4ece\u800c\u4f7f\u6570\u636e\u79d1\u5b66\u5bb6\u548c\u5206\u6790\u5e08\u80fd\u591f\u4e13\u6ce8\u4e8e\u66f4\u590d\u6742\u7684\u67e5\u8be2\u3002<\/li>\n<li> <strong>\u5229\u7528 redis \u7f13\u5b58\u63d0\u9ad8\u901f\u5ea6\uff1a<\/strong> \u901a\u8fc7\u7f13\u5b58\u5e38\u7528\u67e5\u8be2\uff0csqlrag \u6700\u5927\u9650\u5ea6\u5730\u7f29\u77ed\u4e86\u52a0\u8f7d\u65f6\u95f4\uff0c\u5373\u4f7f\u5728\u9ad8\u9700\u6c42\u73af\u5883\u4e2d\u4e5f\u80fd\u6253\u9020\u54cd\u5e94\u5f0f\u4f53\u9a8c\u3002<\/li>\n<li> <strong>\u7075\u6d3b\u7684\u5904\u7406\uff1a<\/strong> sqlrag \u4e3a\u5f00\u6e90\u6a21\u578b\u63d0\u4f9b cpu \u548c gpu \u5904\u7406\uff0c\u9002\u5e94\u4e0d\u540c\u7684\u786c\u4ef6\u914d\u7f6e\u3002<\/li>\n<li> <strong>\u52a8\u6001\u53ef\u89c6\u5316\uff1a<\/strong> sqlrag \u4e0e chart.js \u548c matplotlib \u7684\u96c6\u6210\u4f7f\u6570\u636e\u53ef\u89c6\u5316\u53d8\u5f97\u53ef\u8bbf\u95ee\u548c\u53ef\u5b9a\u5236\uff0c\u4ee5\u7528\u6237\u53cb\u597d\u7684\u683c\u5f0f\u63d0\u4f9b\u5f3a\u5927\u7684\u89c1\u89e3\u3002<\/li>\n<\/ol>\n<p>\u51ed\u501f\u5176\u5e7f\u6cdb\u7684\u7075\u6d3b\u6027\uff0csqlrag \u6709\u6f5c\u529b\u5f7b\u5e95\u6539\u53d8\u6211\u4eec\u4e0e\u6570\u636e\u4ea4\u4e92\u7684\u65b9\u5f0f\uff0c\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u6ee1\u8db3\u5404\u79cd\u9700\u6c42\u7684\u53ef\u6269\u5c55\u89e3\u51b3\u65b9\u6848\u3002\u968f\u7740\u5f00\u53d1\u793e\u533a\u4e3a\u5176\u5f00\u6e90\u6a21\u578b\u505a\u51fa\u8d21\u732e\uff0csqlrag \u53ef\u80fd\u4f1a\u7ee7\u7eed\u53d1\u5c55\uff0c\u5f15\u5165\u66f4\u591a\u529f\u80fd\u5e76\u6269\u5c55\u5b83\u53ef\u4ee5\u5904\u7406\u7684\u6570\u636e\u7c7b\u578b\u3002<\/p>\n<p><strong>\u6700\u540e\u7684\u60f3\u6cd5<\/strong><\/p>\n<p>sqlrag \u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5de5\u5177\uff1b\u5b83\u8fd8\u662f\u4e00\u4e2a\u5de5\u5177\u3002\u8fd9\u662f\u4e00\u79cd\u521b\u65b0\u7684\u6570\u636e\u67e5\u8be2\u548c\u53ef\u89c6\u5316\u65b9\u6cd5\u3002\u901a\u8fc7\u8fde\u63a5\u81ea\u7136\u8bed\u8a00\u548c sql\uff0csqlrag \u5f00\u653e\u4e86\u6570\u636e\u8bbf\u95ee\uff0c\u4f7f\u975e\u6280\u672f\u7528\u6237\u66f4\u5bb9\u6613\u63d0\u53d6\u89c1\u89e3\uff0c\u4e3a\u5f00\u53d1\u4eba\u5458\u63d0\u4f9b\u7075\u6d3b\u6027\uff0c\u5e76\u4f7f\u56e2\u961f\u5728\u51b3\u7b56\u4e2d\u66f4\u52a0\u4ee5\u6570\u636e\u4e3a\u9a71\u52a8\u3002<\/p>\n<p>\u8981\u5f00\u59cb\u4f7f\u7528 sqlrag\uff0c\u8bf7\u8bbf\u95ee pypi \u5b58\u50a8\u5e93\u5e76\u52a0\u5165\u901a\u8fc7\u6cd5\u5b66\u7855\u58eb\u5851\u9020\u6570\u636e\u53ef\u8bbf\u95ee\u6027\u672a\u6765\u7684\u793e\u533a\uff01<\/p>\n<p>\u611f\u8c22\u60a8\u5b9d\u8d35\u7684\u65f6\u95f4\u3002\u4f60\u53ef\u4ee5\u559c\u6b22\u6211\u7684\u5e16\u5b50\u5e76\u4e14<br \/> \u4f60\u53ef\u4ee5\u7684\u3002<\/p>\n<p>\u8bf7\u6211\u559d\u676f\u5496\u5561<\/p>\n<p>\u4eca\u5929\u5e26\u5927\u5bb6\u4e86\u89e3\u4e86\u7684\u76f8\u5173\u77e5\u8bc6\uff0c\u5e0c\u671b\u5bf9\u4f60\u6709\u6240\u5e2e\u52a9\uff1b\u5173\u4e8e\u6587\u7ae0\u7684\u6280\u672f\u77e5\u8bc6\u6211\u4eec\u4f1a\u4e00\u70b9\u70b9\u6df1\u5165\u4ecb\u7ecd\uff0c\u6b22\u8fce\u5927\u5bb6\u5173\u6ce8\u516c\u4f17\u53f7\uff0c\u4e00\u8d77\u5b66\u4e60\u7f16\u7a0b~<\/p>\n<p>      \u7248\u672c\u58f0\u660e \u672c\u6587\u8f6c\u8f7d\u4e8e\uff1adev.to \u5982\u6709\u4fb5\u72af\uff0c\u8bf7\u8054\u7cfb\u5220\u9664<\/p>\n","protected":false},"excerpt":{"rendered":"<p>SQLRAG: Transfor&#46;&#46;&#46;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4925],"tags":[],"class_list":["post-204205","post","type-post","status-publish","format-standard","hentry","category-4925"],"_links":{"self":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/204205","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/comments?post=204205"}],"version-history":[{"count":0,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/204205\/revisions"}],"wp:attachment":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/media?parent=204205"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/categories?post=204205"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/tags?post=204205"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}