{"id":2445,"date":"2026-11-03T00:12:29","date_gmt":"2026-11-03T00:12:29","guid":{"rendered":"https:\/\/www.kingbaseglobal.com\/blog\/tech-blog\/text-to-sql-e6-8a-80-e6-9c-af-e9-87-8d-e6-9e-84-e6-95-b0-e6-8d-ae-e4-ba-a4-e4-ba-92-e8-8c-83-e5-bc-8f\/"},"modified":"2026-11-03T00:12:29","modified_gmt":"2026-11-03T00:12:29","slug":"text-to-sql-e6-8a-80-e6-9c-af-e9-87-8d-e6-9e-84-e6-95-b0-e6-8d-ae-e4-ba-a4-e4-ba-92-e8-8c-83-e5-bc-8f","status":"publish","type":"post","link":"https:\/\/www.kingbaseglobal.com\/blog\/tech-blog\/text-to-sql-e6-8a-80-e6-9c-af-e9-87-8d-e6-9e-84-e6-95-b0-e6-8d-ae-e4-ba-a4-e4-ba-92-e8-8c-83-e5-bc-8f\/","title":{"rendered":"Text to SQL \u6280\u672f\u91cd\u6784\u6570\u636e\u4ea4\u4e92\u8303\u5f0f"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/kingbase-bbs.oss-cn-beijing.aliyuncs.com\/qywx\/blogImage\/2ffcbac8-4258-48a9-b91c-c6da976639f1.webp\" alt=\"\u6587\u7ae0\u793a\u610f\u56fe\" \/><\/p>\n<p>\u6570\u636e\u4ea4\u4e92\u6b63\u5728\u7ecf\u5386\u4e00\u573a\u81ea SQL \u8bed\u8a00\u8bde\u751f\u4ee5\u6765\u6700\u6df1\u523b\u7684\u8303\u5f0f\u8f6c\u79fb\u3002<\/p>\n<p>\u8fc7\u53bb\u51e0\u5341\u5e74\uff0c\u7ed3\u6784\u5316\u67e5\u8be2\u8bed\u8a00\uff08SQL\uff09\u5b9a\u4e49\u4e86\u4eba\u4e0e\u6570\u636e\u5bf9\u8bdd\u7684\u8bed\u6cd5\u6807\u51c6\uff0c\u4f46\u540c\u65f6\u4e5f\u7b51\u8d77\u4e86\u4e00\u9053\u4e13\u4e1a\u58c1\u5792\u3002\u4e1a\u52a1\u4eba\u5458\u9762\u5bf9\u590d\u6742\u7684\u8868\u7ed3\u6784\u548c\u6666\u6da9\u7684\u8bed\u6cd5\u671b\u800c\u5374\u6b65\uff0c\u6280\u672f\u56e2\u961f\u5219\u9677\u5165\u65e0\u5c3d\u7684\u53d6\u6570\u6392\u671f\u4e2d\u3002\u8fd9\u79cd\u201c\u7b49\u6392\u671f\u201d\u7684\u4f4e\u6548\u6a21\u5f0f\uff0c\u5df2\u6210\u4e3a\u5236\u7ea6\u6570\u636e\u4ef7\u503c\u91ca\u653e\u7684\u6700\u5927\u74f6\u9888\u3002<\/p>\n<p>\u5982\u4eca\uff0c\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e0e\u6570\u636e\u5e93\u5185\u6838\u7684\u6df1\u5ea6\u878d\u5408\uff0cText-to-SQL \u6280\u672f\u4e0d\u518d\u4ec5\u4ec5\u662f\u8f85\u52a9\u5f00\u53d1\u7684\u5de5\u5177\uff0c\u800c\u662f\u6b63\u5728\u91cd\u6784\u6570\u636e\u4ea4\u4e92\u7684\u5e95\u5c42\u903b\u8f91\u3002\u5b83\u8ba9\u6570\u636e\u5e93\u4ece\u201c\u88ab\u52a8\u6267\u884c\u67e5\u8be2\u201d\u8f6c\u53d8\u4e3a\u201c\u4e3b\u52a8\u7406\u89e3\u610f\u56fe\u201d\uff0c\u5c06\u6570\u636e\u51b3\u7b56\u4ece\u201c\u7b49\u5f85\u201d\u8fc8\u5411\u201c\u5373\u65f6\u5bf9\u8bdd\u201d\u3002<\/p>\n<p>\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u7684\u6f14\u8fdb\uff0c\u66f4\u662f\u6570\u636e\u6c11\u4e3b\u5316\u7684\u5173\u952e\u4e00\u6b65\u3002\u4f5c\u4e3a\u884c\u4e1a\u89c2\u5bdf\u8005\uff0c\u6211\u4eec\u5fc5\u987b\u6e05\u9192\u5730\u8ba4\u8bc6\u5230\uff1aText-to-SQL \u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u8ba9\u6a21\u578b\u201c\u4f1a\u5199 SQL\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u5b89\u5168\u3001\u53ef\u63a7\u3001\u53ef\u8ffd\u6eaf\u7684\u5b8c\u6574\u6267\u884c\u95ed\u73af\u3002<\/p>\n<h2>\u884c\u4e1a\u683c\u5c40\uff1a\u4ece\u201c\u8bed\u6cd5\u6267\u884c\u201d\u5230\u201c\u8bed\u4e49\u7406\u89e3\u201d\u7684\u8de8\u8d8a<\/h2>\n<p>\u5f53\u524d\uff0c\u6570\u636e\u5e93\u884c\u4e1a\u6b63\u5904\u4e8e AI \u878d\u5408\u7684\u5173\u952e\u5341\u5b57\u8def\u53e3\u3002<\/p>\n<p>\u4f20\u7edf\u6570\u636e\u5e93\u7684\u6838\u5fc3\u80fd\u529b\u96c6\u4e2d\u5728\u5b58\u50a8\u3001\u4e8b\u52a1\u5904\u7406\u548c\u9ad8\u5e76\u53d1\u6267\u884c\u4e0a\uff0c\u800c\u5728\u4ea4\u4e92\u5c42\uff0c\u4f9d\u7136\u4f9d\u8d56\u4eba\u5de5\u7f16\u5199\u7684 SQL \u8bed\u53e5\u3002\u8fd9\u79cd\u6a21\u5f0f\u5728\u6570\u636e\u91cf\u4e0d\u5927\u3001\u67e5\u8be2\u903b\u8f91\u7b80\u5355\u7684\u573a\u666f\u4e0b\u5c1a\u80fd\u5e94\u5bf9\uff0c\u4f46\u5728\u9762\u5bf9\u6d77\u91cf\u5f02\u6784\u6570\u636e\u548c\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u65f6\uff0c\u5176\u5c40\u9650\u6027\u66b4\u9732\u65e0\u9057\u3002<\/p>\n<p>AI \u878d\u5408\u5728\u8bed\u6cd5\u5c42\u7684\u6838\u5fc3\u76ee\u6807\uff0c\u662f\u8ba9\u7cfb\u7edf\u80fd\u591f\u7406\u89e3\u7528\u6237\u4ee5\u81ea\u7136\u8bed\u8a00\u8868\u8fbe\u7684\u67e5\u8be2\u610f\u56fe\uff0c\u5e76\u81ea\u52a8\u751f\u6210\u53ef\u6267\u884c\u7684 SQL \u8bed\u53e5\u3002<\/p>\n<p>\u8fd9\u4e00\u8f6c\u53d8\u5e26\u6765\u4e86\u4e24\u4e2a\u663e\u8457\u7684\u884c\u4e1a\u53d8\u5316\u3002<\/p>\n<p>\u9996\u5148\u662f\u4ea4\u4e92\u95e8\u69db\u7684\u5927\u5e45\u964d\u4f4e\u3002\u901a\u8fc7\u5f15\u5165\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u673a\u5236\uff0cText-to-SQL \u6280\u672f\u8ba9\u975e\u6280\u672f\u4eba\u5458\u4e5f\u80fd\u76f4\u63a5\u901a\u8fc7\u5bf9\u8bdd\u83b7\u53d6\u6570\u636e\uff0c\u771f\u6b63\u5b9e\u73b0\u4e86\u201c\u81ea\u7136\u8bed\u8a00\u5373\u95ee\u5373\u7b54\u201d\u3002<\/p>\n<p>\u5176\u6b21\u662f SQL \u8bed\u4e49\u5411\u667a\u80fd\u5316\u65b9\u5411\u7684\u6269\u5c55\u3002\u9664\u4e86\u9762\u5411\u4ea4\u4e92\u4f53\u9a8c\u7684 Text-to-SQL\uff0cAI \u8fd8\u63a8\u52a8\u4e86 SQL \u8bed\u4e49\u7684\u6269\u5c55\uff0c\u4f7f\u5176\u80fd\u591f\u5d4c\u5165\u9884\u6d4b\u5206\u6790\u3001\u6a21\u578b\u63a8\u7406\u548c\u751f\u6210\u5f0f\u8ba1\u7b97\u8bed\u4e49\uff0c\u8ba9 SQL \u4ece\u5355\u7eaf\u7684\u6570\u636e\u64cd\u4f5c\u8bed\u8a00\u6f14\u8fdb\u4e3a\u667a\u80fd\u5206\u6790\u8bed\u8a00\u3002<\/p>\n<p>\u7136\u800c\uff0c\u884c\u4e1a\u4e5f\u9762\u4e34\u7740\u4e25\u5cfb\u7684\u6311\u6218\u3002<\/p>\n<p>\u771f\u5b9e\u4f01\u4e1a\u73af\u5883\u4e2d\u7684\u8868\u7ed3\u6784\u5f80\u5f80\u6df7\u4e71\u4e0d\u582a\uff0c\u6307\u6807\u5b9a\u4e49\u6a21\u7cca\u4e0d\u6e05\uff0c\u4e14\u6570\u636e\u4e0d\u80fd\u51fa\u57df\u7684\u5408\u89c4\u8981\u6c42\u65e5\u76ca\u4e25\u683c\u3002<\/p>\n<p>\u5728\u8fd9\u79cd\u53d7\u63a7\u73af\u5883\u4e0b\uff0c\u5355\u7eaf\u7684 Prompt \u5de5\u7a0b\u5df2\u65e0\u6cd5\u89e3\u51b3\u6240\u6709\u95ee\u9898\u3002<\/p>\n<p>\u6570\u636e\u663e\u793a\uff0c\u5728 Spider-dev \u7b49\u5b66\u672f\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5f00\u6e90\u6a21\u578b\u5982 Qwen2.5-Coder \u5df2\u8fbe\u5230 86.5% \u7684\u51c6\u786e\u7387\uff0c\u4f46\u5728\u8986\u76d6\u771f\u5b9e\u4f01\u4e1a\u573a\u666f\u7684 BIRD \u57fa\u51c6\u4e0a\uff0c\u8868\u73b0\u4ecd\u6709\u5dee\u8ddd\u3002<\/p>\n<p>GPT-5.5 \u548c Claude Opus 4.7 \u5728\u6807\u51c6\u573a\u666f\u51c6\u786e\u7387\u5df2\u8d85\u8fc7 85%\uff0c\u4f46\u5728\u6d89\u53ca\u7cbe\u786e\u4e1a\u52a1\u8bed\u4e49\u7406\u89e3\u7684\u9700\u6c42\u4e0a\uff0cAI \u76ee\u524d\u8fd8\u505a\u4e0d\u5230\u7edd\u5bf9\u53ef\u9760\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\uff0cText-to-SQL \u7684\u843d\u5730\u4e0d\u80fd\u4ec5\u4f9d\u8d56\u6a21\u578b\u7684\u201c\u731c\u6d4b\u201d\uff0c\u800c\u9700\u8981\u6784\u5efa\u4e00\u5957\u4e25\u5bc6\u7684\u5de5\u7a0b\u4f53\u7cfb\u3002<\/p>\n<h2>\u6838\u5fc3\u5224\u65ad\uff1aText-to-SQL \u7684\u672c\u8d28\u662f\u201c\u95ed\u73af\u6cbb\u7406\u201d\u800c\u975e\u201c\u751f\u6210\u6280\u672f\u201d<\/h2>\n<p>\u8bb8\u591a\u56e2\u961f\u5728\u9996\u6b21\u5c1d\u8bd5\u81ea\u7136\u8bed\u8a00\u67e5\u5e93\u65f6\uff0c\u5f80\u5f80\u9677\u5165\u4e00\u4e2a\u8bef\u533a\uff1a\u8ba4\u4e3a\u53ea\u8981\u628a\u6570\u636e\u5e93 DDL \u585e\u8fdb\u63d0\u793a\u8bcd\uff0c\u8ba9\u5927\u6a21\u578b\u751f\u6210 SQL\uff0c\u95ee\u9898\u5c31\u89e3\u51b3\u4e86\u3002<\/p>\n<p>Demo \u9636\u6bb5\u5f80\u5f80\u5341\u5206\u949f\u5185\u5c31\u80fd\u8dd1\u901a\uff0c\u4f46\u4e00\u65e6\u63a5\u5165\u5185\u90e8\u771f\u5b9e\u6570\u636e\uff0c\u95ee\u9898\u4fbf\u4f1a\u63a5\u8e35\u800c\u81f3\u3002<\/p>\n<p>\u6a21\u578b\u53ef\u80fd\u8de8\u8d8a\u4e0d\u8be5\u8bbf\u95ee\u7684\u8868\uff0c\u8f6f\u7ea6\u675f\u201c\u53ea\u751f\u6210 SELECT\u201d\u65e0\u6cd5\u66ff\u4ee3\u6570\u636e\u5e93\u6743\u9650\u6821\u9a8c\uff0c\u590d\u6742\u95ee\u9898\u9700\u8981\u591a\u8f6e\u8bd5\u63a2\uff0c\u800c\u4e00\u65e6\u751f\u6210\u201c\u8bed\u6cd5\u6b63\u786e\u4f46\u4e1a\u52a1\u9519\u8bef\u201d\u7684 SQL\uff0c\u540e\u679c\u4e0d\u582a\u8bbe\u60f3\u3002<\/p>\n<p>\u56e0\u6b64\uff0cText-to-SQL \u771f\u6b63\u8981\u89e3\u51b3\u7684\u4e0d\u662f\u201c\u6a21\u578b\u4f1a\u4e0d\u4f1a\u5199 SQL\u201d\u8fd9\u4e00\u9053\u9898\uff0c\u800c\u662f\u4e00\u4e2a\u5b8c\u6574\u7684\u6267\u884c\u95ed\u73af\u3002<\/p>\n<p>\u8fd9\u4e2a\u95ed\u73af\u5305\u62ec\uff1a\u7528\u6237\u95ee\u9898 \u2192 \u6a21\u578b\u7406\u89e3 \u2192 \u9009\u62e9\u5de5\u5177 \u2192 \u83b7\u53d6\u53d7\u63a7 schema \u2192 \u751f\u6210\u5019\u9009 SQL \u2192 \u670d\u52a1\u7aef\u5b89\u5168\u68c0\u67e5 \u2192 \u53ea\u8bfb\u8d26\u53f7\u6267\u884c \u2192 \u7ed3\u6784\u5316\u7ed3\u679c \u2192 \u6a21\u578b\u89e3\u91ca \u2192 \u5ba1\u8ba1\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u95ed\u73af\u4e2d\uff0cText-to-SQL \u53ea\u662f\u5176\u4e2d\u4e00\u4e2a\u73af\u8282\u3002<\/p>\n<p>\u771f\u6b63\u7684\u6838\u5fc3\u5728\u4e8e\u5982\u4f55\u901a\u8fc7\u6807\u51c6\u5316\u7684\u63a5\u53e3\uff08\u5982 MCP \u89c4\u8303\uff09\u548c\u4e25\u683c\u7684\u6743\u9650\u63a7\u5236\uff0c\u786e\u4fdd\u6a21\u578b\u751f\u6210\u7684 SQL \u65e2\u7b26\u5408\u4e1a\u52a1\u8bed\u4e49\uff0c\u53c8\u7b26\u5408\u5b89\u5168\u89c4\u8303\u3002<\/p>\n<p>\u6211\u4eec\u5224\u65ad\uff0c\u672a\u6765\u7684\u6570\u636e\u5e93\u7ade\u4e89\u7126\u70b9\uff0c\u5c06\u4e0d\u518d\u4ec5\u4ec5\u662f\u67e5\u8be2\u6027\u80fd\u7684\u6781\u81f4\u4f18\u5316\uff0c\u800c\u662f\u8c01\u80fd\u66f4\u597d\u5730\u5c06 AI \u80fd\u529b\u5d4c\u5165\u5230\u6570\u636e\u4ea4\u4e92\u7684\u5168\u751f\u547d\u5468\u671f\u4e2d\u3002<\/p>\n<p>\u8c01\u80fd\u63d0\u4f9b\u4ece\u8bed\u4e49\u89e3\u6790\u5230\u6267\u884c\u6821\u9a8c\uff0c\u518d\u5230\u6210\u672c\u8bc4\u4f30\u548c\u5b89\u5168\u62e6\u622a\u7684\u4e00\u4f53\u5316\u89e3\u51b3\u65b9\u6848\uff0c\u8c01\u5c31\u80fd\u5728\u65b0\u4e00\u8f6e\u7ade\u4e89\u4e2d\u5360\u636e\u4e3b\u52a8\u3002<\/p>\n<p>Text-to-SQL \u4e0d\u5e94\u88ab\u89c6\u4e3a\u4e00\u4e2a\u72ec\u7acb\u7684\u63d2\u4ef6\uff0c\u800c\u5e94\u6210\u4e3a\u6570\u636e\u5e93\u5185\u6838\u7684\u4e00\u90e8\u5206\uff0c\u4e0e\u6743\u9650\u7ba1\u7406\u3001\u6267\u884c\u8ba1\u5212\u4f18\u5316\u3001\u5ba1\u8ba1\u65e5\u5fd7\u6df1\u5ea6\u96c6\u6210\u3002<\/p>\n<h2>\u8bba\u636e\u652f\u6491\uff1a\u6784\u5efa\u53ef\u4fe1\u3001\u9ad8\u6548\u3001\u667a\u80fd\u7684\u6570\u636e\u4ea4\u4e92\u4f53\u7cfb<\/h2>\n<p>\u4e3a\u4e86\u652f\u6491\u4e0a\u8ff0\u5224\u65ad\uff0c\u6211\u4eec\u9700\u8981\u4ece\u8bed\u4e49\u5c42\u589e\u5f3a\u3001\u6267\u884c\u95ed\u73af\u6784\u5efa\u4ee5\u53ca\u5185\u6838\u7ea7\u667a\u80fd\u4e09\u4e2a\u7ef4\u5ea6\u6765\u5ba1\u89c6\u5f53\u524d\u7684\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n<h3>\u8bed\u4e49\u5c42\uff1a\u6d88\u9664\u6b67\u4e49\u7684\u5173\u952e<\/h3>\n<p>\u5728 Text-to-SQL \u7684\u5b9e\u8df5\u4e2d\uff0c\u8bed\u4e49\u5c42\u662f\u63d0\u5347\u51c6\u786e\u7387\u6548\u679c\u7a81\u51fa\u7684\u624b\u6bb5\u3002<\/p>\n<p>\u901a\u8fc7 dbt Labs \u57fa\u51c6\u6d4b\u8bd5\u663e\u793a\uff0c\u914d\u5408\u8bed\u4e49\u5c42\u540e\uff0cClaude \u7684\u51c6\u786e\u7387\u4ece 90% \u5347\u5230 98.2%\uff0cGPT \u4ece 84.1% \u5230 100%\u3002<\/p>\n<p>\u8bed\u4e49\u5c42\u5c06\u4e1a\u52a1\u6307\u6807\u5b9a\u4e49\u6210\u6807\u51c6\u5316\u5143\u6570\u636e\uff0cAI \u4e0d\u518d\u9700\u8981\u731c\u6d4b\u201c\u6700\u8fd1\u8ba2\u5355\u201d\u662f\u4ec0\u4e48\u610f\u601d\uff0c\u800c\u662f\u76f4\u63a5\u8bfb\u53d6\u6807\u51c6\u5316\u7684\u6307\u6807\u5b9a\u4e49\u3002<\/p>\n<p>\u8fd9\u5728\u53d7\u63a7\u73af\u5883\u4e2d\u6548\u679c\u663e\u8457\uff0c\u4f46\u5728\u771f\u5b9e\u4f01\u4e1a\u4e2d\uff0c\u8868\u7ed3\u6784\u6df7\u4e71\u548c\u6307\u6807\u5b9a\u4e49\u6a21\u7cca\u4f9d\u7136\u662f\u5de8\u5927\u6311\u6218\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u4ec5\u9760\u8bed\u4e49\u5c42\u662f\u4e0d\u591f\u7684\uff0c\u5fc5\u987b\u7ed3\u5408\u5176\u4ed6\u5de5\u7a0b\u624b\u6bb5\u3002<\/p>\n<h3>\u6267\u884c\u95ed\u73af\uff1a\u4ece\u201c\u4f1a\u5199\u201d\u5230\u201c\u6562\u7528\u201d<\/h3>\n<p>\u5f88\u591a\u56e2\u961f\u5ffd\u7565\u4e86\u6267\u884c\u95ed\u73af\u4e2d\u7684\u5b89\u5168\u4e0e\u63a7\u5236\u73af\u8282\u3002<\/p>\n<p>\u901a\u8fc7 MCP\uff08Model Context Protocol\uff09\u89c4\u8303\uff0c\u53ef\u4ee5\u4e3a\u6a21\u578b\u5982\u4f55\u53d1\u73b0\u5e76\u8c03\u7528\u5916\u90e8\u80fd\u529b\u63d0\u4f9b\u6807\u51c6\u5316\u8fb9\u754c\u3002<\/p>\n<p>\u5728\u5b9e\u9645\u5de5\u7a0b\u4e2d\uff0c\u53ef\u4ee5\u5c06\u7f51\u5173\u3001\u9650\u6d41\u3001WAF\u3001\u5ba1\u8ba1\u7b49\u4f20\u7edf\u6cbb\u7406\u80fd\u529b\u653e\u5230 MCP \u8bf7\u6c42\u94fe\u8def\u4e0a\uff0c\u800c\u4e0d\u662f\u628a\u6240\u6709\u903b\u8f91\u85cf\u5728 Prompt \u91cc\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u901a\u8fc7 <code>get_schema()<\/code> \u5de5\u5177\u8fd4\u56de\u7ecf\u8fc7\u88c1\u526a\u7684\u4e1a\u52a1 Schema\uff0c\u901a\u8fc7 <code>query_readonly(sql, max_rows)<\/code> \u6267\u884c\u7ecf\u8fc7\u5f3a\u6821\u9a8c\u7684\u53ea\u8bfb SQL\u3002<\/p>\n<p>\u8fd9\u79cd\u8bbe\u8ba1\u6709\u4e00\u4e2a\u523b\u610f\u7684\u53d6\u820d\uff1a\u6a21\u578b\u53ef\u4ee5\u201c\u5efa\u8bae\u6267\u884c\u4ec0\u4e48\u201d\uff0c\u4f46\u6700\u7ec8\u80fd\u4e0d\u80fd\u6267\u884c\uff0c\u7531\u670d\u52a1\u5668\u7aef\u51b3\u5b9a\u3002<\/p>\n<p>\u6b64\u5916\uff0cSQL \u76d1\u63a7\u62a5\u544a\u4e5f\u662f\u95ed\u73af\u4e2d\u7684\u91cd\u8981\u4e00\u73af\u3002<\/p>\n<p>\u901a\u8fc7 <code>DBMS_SQL_MONITOR<\/code> \u7b49\u5de5\u5177\u751f\u6210 TEXT \u683c\u5f0f\u7684 SQL \u76d1\u63a7\u62a5\u544a\uff0c\u53ef\u4ee5\u8be6\u7ec6\u5206\u6790 SQL \u8bed\u53e5\u7684\u6027\u80fd\uff0c\u7528\u4e8e\u540e\u7eed\u7684\u4f18\u5316\u548c\u5ba1\u8ba1\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u62a5\u544a\u4e2d\u7684 SQL \u8bed\u53e5\u6700\u591a\u663e\u793a 200 \u4e2a\u5b57\u7b26\uff0c\u8fd9\u8981\u6c42\u6211\u4eec\u5728\u76d1\u63a7\u548c\u4f18\u5316\u65f6\u66f4\u52a0\u5173\u6ce8\u5173\u952e\u7279\u5f81\u3002<\/p>\n<h3>\u5185\u6838\u7ea7\u667a\u80fd\uff1aAI Ready \u6570\u636e\u5e93\u5e73\u53f0<\/h3>\n<p>\u6570\u636e\u5e93\u5185\u6838\u7684\u667a\u80fd\u5347\u7ea7\uff0c\u4e3a Text-to-SQL \u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n<p>\u7535\u79d1\u91d1\u4ed3\uff08\u539f\u4eba\u5927\u91d1\u4ed3\uff09\u5728 KingbaseES V9 \u4e2d\u6b63\u5728\u6784\u5efa\u5168\u6d41\u7a0b\u673a\u5668\u5b66\u4e60\u5e73\u53f0\uff0c\u4f7f\u6570\u636e\u5e93\u6210\u4e3a AI \u5e94\u7528\u7684\u63a7\u5236\u4e2d\u5fc3\u3002<\/p>\n<p>\u5185\u5d4c\u672c\u5730\u6a21\u578b\u53ef\u4ee5\u76f4\u63a5\u5728\u6570\u636e\u5e93\u8fdb\u7a0b\u4e2d\u8fd0\u884c\u548c\u63a8\u7406\u5f00\u6e90\u6a21\u578b\uff0c\u5185\u7f6e\u6a21\u578b\u8bad\u7ec3\u63a8\u7406\u80fd\u529b\uff0c\u652f\u6301\u5e7f\u6cdb\u7684 NLP \u80fd\u529b\u3002<\/p>\n<p>\u672c\u5730\u5411\u91cf\u751f\u6210\u76f4\u63a5\u8c03\u7528\u672c\u5730\u6a21\u578b\u751f\u6210 Embedding\uff0c\u652f\u6301\u5411\u91cf\u6570\u636e\u5b58\u50a8\u3002<\/p>\n<p>AI \u5e94\u7528\u7f16\u6392\u5de5\u5177\u652f\u6301\u901a\u8fc7\u51fd\u6570\u8c03\u7528\u4e91\u670d\u52a1\u5546\u7684\u6a21\u578b\uff0c\u81ea\u52a8\u5316 RAG \u6d41\u7a0b\uff0cText-to-SQL \u5c06\u81ea\u7136\u8bed\u8a00\u8f6c\u4e3a SQL\uff0c\u8c03\u7528\u5916\u90e8 LLM \u8fdb\u884c\u6587\u672c\u8865\u5168\u3001\u5206\u7c7b\u3001\u603b\u7ed3\u3002<\/p>\n<p>\u5728 AI \u4ea4\u4e92\u5f0f\u8fd0\u7ef4\u65b9\u9762\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u7ed9 AI \u4e0b\u8fbe\u8fd0\u7ef4\u4efb\u52a1\uff0c\u6570\u636e\u5e93\u81ea\u52a8\u5de1\u68c0\u3001\u81ea\u6cbb\u4f18\u5316\u3002<\/p>\n<p>\u95ee\u9898\u5206\u6790\u51c6\u786e\u5ea6\u8d85\u8fc7 98%\uff0c\u8be6\u7ec6\u8bc1\u636e\u94fe\u5c55\u793a\u907f\u514d\u5e7b\u89c9\uff0c\u7cbe\u51c6\u6839\u56e0\u5206\u6790\u3002<\/p>\n<p>\u4f20\u7edf\u8fd0\u7ef4\u6a21\u5f0f\u4e0b\u8017\u65f6 4 \u5230 5 \u4e2a\u5c0f\u65f6\u7684\u95ee\u9898\u6392\u67e5\uff0cAI \u4ea4\u4e92\u8fd0\u7ef4\u6a21\u5f0f\u4e0b\u4ec5\u9700 10 \u5206\u949f\uff0c\u8fd0\u7ef4\u6548\u7387\u63d0\u5347 80%\u3002<\/p>\n<p>\u8fd9\u79cd\u5185\u6838\u7ea7\u7684\u667a\u80fd\uff0c\u8ba9 Text-to-SQL \u4e0d\u518d\u4ec5\u4ec5\u662f\u5e94\u7528\u5c42\u7684\u73a9\u5177\uff0c\u800c\u662f\u6df1\u5165\u6570\u636e\u5e93\u6838\u5fc3\u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002<\/p>\n<h3>\u6210\u672c\u8bc4\u4f30\u4e0e\u62e6\u622a\uff1a\u8ba9\u5927\u8868\u67e5\u8be2\u5b89\u5168\u843d\u5730<\/h3>\n<p>\u5728 AI Agent \u751f\u6210 SQL \u540e\u3001\u6570\u636e\u5e93\u771f\u6b63\u6267\u884c\u4e4b\u524d\uff0c\u7528\u6267\u884c\u8ba1\u5212\u4f30\u7b97\u67e5\u8be2\u6210\u672c\uff0c\u5e76\u6839\u636e\u9608\u503c\u51b3\u5b9a\u653e\u884c\u3001\u9650\u65f6\u6267\u884c\u3001\u8981\u6c42\u6539\u5199\u6216\u8f6c\u79bb\u7ebf\u3002<\/p>\n<p>\u8fd9\u4e00\u673a\u5236\u5728 Text-to-SQL\u3001\u5728\u7ebf BI \u548c\u6570\u636e\u5206\u6790 Agent \u573a\u666f\u4e2d\u5c24\u4e3a\u91cd\u8981\u3002<\/p>\n<p>\u901a\u8fc7 EXPLAIN \u95f8\u95e8\uff0c\u53ef\u4ee5\u6709\u6548\u9632\u6b62\u56e0\u6a21\u578b\u751f\u6210\u7684\u590d\u6742\u67e5\u8be2\u5bfc\u81f4\u7684\u6570\u636e\u5e93\u6027\u80fd\u6296\u52a8\u3002<\/p>\n<p>\u8fd9\u4f53\u73b0\u4e86\u6570\u636e\u5e93\u5728 AI \u65f6\u4ee3\u7684\u65b0\u80fd\u529b\uff1a\u4e0d\u4ec5\u7406\u89e3\u610f\u56fe\uff0c\u8fd8\u80fd\u8bc4\u4f30\u98ce\u9669\uff0c\u786e\u4fdd\u7cfb\u7edf\u7a33\u5b9a\u6027\u3002<\/p>\n<h2>\u884c\u52a8\u5021\u8bae\uff1a\u62e5\u62b1\u201cAI Ready\u201d\u7684\u6570\u636e\u4ea4\u4e92\u65b0\u8303\u5f0f<\/h2>\n<p>\u9762\u5bf9 Text-to-SQL \u5e26\u6765\u7684\u673a\u9047\u4e0e\u6311\u6218\uff0c\u884c\u4e1a\u4ece\u4e1a\u8005\u5e94\u91c7\u53d6\u4ee5\u4e0b\u884c\u52a8\u3002<\/p>\n<p>\u9996\u5148\uff0c\u91cd\u65b0\u5b9a\u4e49\u6570\u636e\u4ea4\u4e92\u7684\u4ef7\u503c\u4e3b\u5f20\u3002<\/p>\n<p>\u4e0d\u518d\u5c06 Text-to-SQL \u89c6\u4e3a\u7b80\u5355\u7684\u67e5\u8be2\u7ffb\u8bd1\u5668\uff0c\u800c\u662f\u5c06\u5176\u89c6\u4e3a\u8fde\u63a5\u4e1a\u52a1\u610f\u56fe\u4e0e\u6570\u636e\u8d44\u4ea7\u7684\u667a\u80fd\u6865\u6881\u3002<\/p>\n<p>\u4f01\u4e1a\u5e94\u5efa\u7acb\u4ee5\u201c\u8bed\u4e49\u5c42\u201d\u4e3a\u6838\u5fc3\u7684\u5143\u6570\u636e\u7ba1\u7406\u4f53\u7cfb\uff0c\u786e\u4fdd\u4e1a\u52a1\u6307\u6807\u7684\u5b9a\u4e49\u6807\u51c6\u5316\u3001\u7edf\u4e00\u5316\uff0c\u4e3a AI \u7406\u89e3\u63d0\u4f9b\u51c6\u786e\u7684\u57fa\u7840\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u6784\u5efa\u7aef\u5230\u7aef\u7684\u6267\u884c\u95ed\u73af\u3002<\/p>\n<p>\u4e0d\u8981\u4f9d\u8d56\u5355\u4e00\u7684 Prompt \u5de5\u7a0b\uff0c\u800c\u5e94\u5f15\u5165 MCP \u7b49\u6807\u51c6\u5316\u534f\u8bae\uff0c\u5c06\u6743\u9650\u63a7\u5236\u3001\u6267\u884c\u6821\u9a8c\u3001\u6210\u672c\u8bc4\u4f30\u3001\u5ba1\u8ba1\u65e5\u5fd7\u7b49\u73af\u8282\u4e32\u8054\u8d77\u6765\u3002<\/p>\n<p>\u786e\u4fdd\u6bcf\u4e00\u6b21\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u90fd\u80fd\u88ab\u5b89\u5168\u3001\u53ef\u63a7\u5730\u6267\u884c\uff0c\u5e76\u4e14\u7ed3\u679c\u53ef\u8ffd\u6eaf\u3002<\/p>\n<p>\u6700\u540e\uff0c\u9009\u62e9\u5177\u5907\u201cAI Ready\u201d\u80fd\u529b\u7684\u6570\u636e\u5e93\u5e73\u53f0\u3002<\/p>\n<p>\u5728\u9009\u578b\u6570\u636e\u5e93\u65f6\uff0c\u5e94\u91cd\u70b9\u5173\u6ce8\u5176\u662f\u5426\u652f\u6301\u5185\u6838\u7ea7\u667a\u80fd\u3001\u662f\u5426\u5177\u5907\u672c\u5730\u6a21\u578b\u63a8\u7406\u80fd\u529b\u3001\u662f\u5426\u63d0\u4f9b\u5b8c\u5584\u7684 AI \u5e94\u7528\u7f16\u6392\u5de5\u5177\u3002<\/p>\n<p>\u7535\u79d1\u91d1\u4ed3\u4f5c\u4e3a\u56fd\u4ea7\u6570\u636e\u5e93\u9886\u519b\u8005\uff0c\u51ed\u501f\u6838\u5fc3\u5f15\u64ce\u5b8c\u5168\u81ea\u7814\u7684\u6280\u672f\u4f18\u52bf\uff0c\u5728\u91d1\u878d\u3001\u653f\u52a1\u3001\u80fd\u6e90\u7b49\u884c\u4e1a\u62e5\u6709\u4e30\u5bcc\u7684\u6210\u529f\u6848\u4f8b\u3002<\/p>\n<p>\u5176 KingbaseES \u4ea7\u54c1\u4e0d\u4ec5\u517c\u5bb9 PostgreSQL \u751f\u6001\uff0c\u66f4\u901a\u8fc7\u6df1\u5ea6\u96c6\u6210 AI \u80fd\u529b\uff0c\u4e3a Text-to-SQL \u7b49\u667a\u80fd\u5e94\u7528\u63d0\u4f9b\u4e86\u575a\u5b9e\u5e95\u5ea7\u3002<\/p>\n<p><a href=\"https:\/\/www.kingbase.com.cn\/news\/details_584_194103.html\">\u91d1\u4ed3\u6570\u636e\u5e93<\/a>\u63d0\u4f9b\u7684\u4ece\u8fc1\u79fb\u8bc4\u4f30\u5230\u8fd0\u7ef4\u7ba1\u63a7\u7684\u5168\u751f\u547d\u5468\u671f\u670d\u52a1\uff0c\u4ee5\u53ca\u4e0e\u4e3b\u6d41\u56fd\u4ea7\u8f6f\u786c\u4ef6\u5b8c\u6210\u7684\u4e92\u8ba4\u8bc1\uff0c\u6784\u5efa\u4e86\u5f00\u653e\u4e14\u5b89\u5168\u7684\u751f\u6001\u4f53\u7cfb\u3002<\/p>\n<h2>\u7ed3\u8bed<\/h2>\n<p>Text-to-SQL \u6280\u672f\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4e0d\u5728\u4e8e\u8ba9\u673a\u5668\u5b66\u4f1a\u4eba\u7c7b\u7684\u8bed\u8a00\uff0c\u800c\u5728\u4e8e\u8ba9\u4eba\u7c7b\u80fd\u591f\u4ee5\u81ea\u7136\u7684\u8bed\u8a00\uff0c\u5b89\u5168\u3001\u9ad8\u6548\u5730\u9a7e\u9a6d\u673a\u5668\u7684\u6570\u636e\u3002<\/p>\n<p>\u5f53\u6570\u636e\u4ea4\u4e92\u4ece\u201c\u7b49\u5f85\u6392\u671f\u201d\u8fc8\u5411\u201c\u5373\u65f6\u5bf9\u8bdd\u201d\uff0c\u6570\u636e\u6c11\u4e3b\u5316\u624d\u771f\u6b63\u5f00\u59cb\u3002<\/p>\n<blockquote>\n<p>\u58f0\u660e\uff1a\u672c\u6587\u6280\u672f\u5185\u5bb9\u4ec5\u4f9b\u53c2\u8003\uff1b\u5177\u4f53\u9002\u7528\u6761\u4ef6\u4ee5\u5bf9\u5e94\u7248\u672c\u7684\u5b98\u65b9\u8d44\u6599\u4e3a\u51c6<\/p>\n<\/blockquote>\n<hr \/>\n<p><strong>\ud83d\udca1 More Resources<\/strong><\/p>\n<p>If you would like to dive deeper into KingbaseES and its application practices across various industries, we have compiled the following official resources to help you get started quickly and develop and operate with efficiency:<\/p>\n<ul>\n<li><a href=\"https:\/\/bbs.kingbase.com.cn\/\">Kingbase Community<\/a>: A one-stop interactive platform for technical exchanges, Q&amp;A, and experience sharing\u2014join forces with fellow DBAs and developers.<\/li>\n<li><a href=\"https:\/\/www.kingbaseglobal.com\/Solution-Oracle.html\">Kingbase Solutions<\/a>: One-stop full-stack database migration and cloud-native solutions, supporting smooth migration of multi-source heterogeneous data, ensuring high availability, real-time integration, and sustained high performance.<\/li>\n<li><a href=\"https:\/\/www.kingbaseglobal.com\/Customers.html\">Kingbase Case Studies<\/a>: Real-world user scenarios and implementation outcomes, showcasing KingbaseES&#8217;s outstanding capabilities in high availability, high performance, and IT adaptation.<\/li>\n<li><a href=\"https:\/\/docs.kingbase.com.cn\/en\">Kingbase Documentation<\/a>: Authoritative and comprehensive product manuals and technical guides, covering the entire lifecycle from installation and deployment to development, programming, and operations management.<\/li>\n<li><a href=\"https:\/\/www.kingbaseglobal.com\/Download.html\">Free Download<\/a>: Get the latest installation packages, drivers, tools, and patches, supporting multiple platforms and domestic chip architectures.<\/li>\n<li><a href=\"https:\/\/www.kingbaseglobal.com\/blog\/\">Digital Construction Encyclopedia<\/a>: Covers digital strategy planning, data integration, metrics management, database visualization applications, and more to empower enterprise digital transformation.<\/li>\n<\/ul>\n<p><strong>Open Source Resources:<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/hgsandy\/Kingbase-docs\">GitHub &#8211; Kingbase-docs<\/a>: Kingbase documentation open-source repository\u2014Stars and contributions are welcome.<\/li>\n<li><a href=\"https:\/\/gitee.com\/hgsandy\/kingbase-docs\">Gitee &#8211; Kingbase-docs<\/a>: Domestic mirror repository for Kingbase documentation for faster access.<\/li>\n<\/ul>\n<p>Welcome to explore the resources above and begin your Kingbase journey!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6570\u636e\u4ea4\u4e92\u6b63\u5728\u7ecf\u5386\u4e00\u573a\u81ea SQL \u8bed\u8a00\u8bde\u751f\u4ee5\u6765\u6700\u6df1\u523b\u7684\u8303\u5f0f\u8f6c\u79fb\u3002 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