{"id":29026,"date":"2025-03-18T22:00:50","date_gmt":"2025-03-18T14:00:50","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=29026"},"modified":"2025-03-18T22:00:50","modified_gmt":"2025-03-18T14:00:50","slug":"opensearch-sql","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/opensearch-sql\/","title":{"rendered":"OpenSearch-SQL\uff1a\u5c06\u81ea\u7136\u8bed\u8a00\u8f6c\u4e3aSQL\u67e5\u8be2\u7684\u5f00\u6e90\u5de5\u5177"},"content":{"rendered":"<p>OpenSearch-SQL \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u5b83\u662f\u4e00\u4e2a\u5f3a\u5927\u7684 Text-to-SQL \u5de5\u5177\uff0c\u53ef\u4ee5\u628a\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u8f6c\u5316\u4e3a SQL \u67e5\u8be2\u8bed\u53e5\uff0c\u5e2e\u52a9\u4e0d\u719f\u6089\u6570\u636e\u5e93\u7684\u4eba\u8f7b\u677e\u83b7\u53d6\u6570\u636e\u3002\u8fd9\u4e2a\u9879\u76ee\u7531 OpenSearch-AI \u56e2\u961f\u5f00\u53d1\uff0c\u57fa\u4e8e Apache 2.0 \u8bb8\u53ef\u8bc1\u514d\u8d39\u5f00\u653e\u30022024 \u5e74 8 \u6708\uff0c\u5b83\u5728 BIRD \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u83b7\u5f97\u7b2c\u4e00\u540d\uff0c\u9a8c\u8bc1\u96c6\u51c6\u786e\u7387\u8fbe 69.3%\uff0c\u6d4b\u8bd5\u96c6\u8fbe 72.28%\u3002OpenSearch-SQL \u4e0d\u9700\u8981\u989d\u5916\u8bad\u7ec3\u5c31\u80fd\u8fd0\u884c\uff0c\u652f\u6301 GPT\u3001DeepSeek \u7b49\u6a21\u578b\uff0c\u9002\u5408\u6570\u636e\u5206\u6790\u548c\u6570\u636e\u5e93\u67e5\u8be2\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-29028\" title=\"OpenSearch-SQL\uff1a\u5c06\u81ea\u7136\u8bed\u8a00\u8f6c\u4e3aSQL\u67e5\u8be2\u7684\u5f00\u6e90\u5de5\u5177-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/daab9088fa47d6d.png\" alt=\"OpenSearch-SQL\uff1a\u5c06\u81ea\u7136\u8bed\u8a00\u8f6c\u4e3aSQL\u67e5\u8be2\u7684\u5f00\u6e90\u5de5\u5177-1\" width=\"1606\" height=\"764\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/daab9088fa47d6d.png 1606w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/daab9088fa47d6d-768x365.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/daab9088fa47d6d-1536x731.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/daab9088fa47d6d-18x9.png 18w\" sizes=\"auto, (max-width: 1606px) 100vw, 1606px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u5c06\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u8f6c\u4e3a SQL \u67e5\u8be2\uff0c\u6bd4\u5982\u201c\u6700\u9ad8\u7684\u5efa\u7b51\u662f\u4ec0\u4e48\u201d\u8f6c\u4e3a\u00a0<code>SELECT building_name FROM buildings ORDER BY height DESC LIMIT 1<\/code>\u3002<\/li>\n<li>\u652f\u6301\u81ea\u6211\u5b66\u4e60\u7684 CoT\uff08Chain of Thought\uff09\u589e\u5f3a\u65b9\u6cd5\uff0c\u63d0\u5347\u67e5\u8be2\u751f\u6210\u51c6\u786e\u6027\u3002<\/li>\n<li>\u63d0\u4f9b SQL-Like \u4e2d\u95f4\u8bed\u8a00\uff0c\u4f18\u5316\u590d\u6742 SQL \u751f\u6210\u8fc7\u7a0b\u3002<\/li>\n<li>\u5305\u542b\u8f93\u5165\u8f93\u51fa\u5bf9\u9f50\u529f\u80fd\uff0c\u51cf\u5c11\u6a21\u578b\u751f\u6210\u4e2d\u7684\u9519\u8bef\uff08\u5e7b\u89c9\u95ee\u9898\uff09\u3002<\/li>\n<li>\u652f\u6301\u9884\u5904\u7406\u3001\u63d0\u53d6\u3001\u751f\u6210\u3001\u4f18\u5316\u548c\u5bf9\u9f50\u4e94\u5927\u6a21\u5757\uff0c\u8986\u76d6\u67e5\u8be2\u5168\u6d41\u7a0b\u3002<\/li>\n<li>\u5f00\u6e90\u514d\u8d39\uff0c\u7528\u6237\u53ef\u4ee5\u6839\u636e\u9700\u8981\u4fee\u6539\u4ee3\u7801\u6216\u96c6\u6210\u5230\u81ea\u5df1\u7684\u9879\u76ee\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>OpenSearch-SQL \u662f\u4e00\u4e2a\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u9700\u8981\u5b89\u88c5\u548c\u914d\u7f6e\u624d\u80fd\u4f7f\u7528\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u6b65\u9aa4\uff0c\u5e2e\u52a9\u4f60\u4ece\u96f6\u5f00\u59cb\u4e0a\u624b\u3002<\/p>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u51c6\u5907 Python \u73af\u5883<\/strong><br \/>\n\u786e\u4fdd\u4f60\u7684\u7535\u8111\u5df2\u5b89\u88c5 Python 3.8 \u6216\u4ee5\u4e0a\u7248\u672c\u3002\u53ef\u4ee5\u5728\u7ec8\u7aef\u8f93\u5165\u00a0<code>python --version<\/code>\u00a0\u68c0\u67e5\u3002\u5982\u679c\u6ca1\u6709\uff0c\u8bf7\u4ece Python \u5b98\u7f51\uff08https:\/\/www.python.org\/\uff09\u4e0b\u8f7d\u5b89\u88c5\u3002<\/li>\n<li><strong>\u4e0b\u8f7d\u9879\u76ee\u6587\u4ef6<\/strong><br \/>\n\u6253\u5f00\u6d4f\u89c8\u5668\uff0c\u8bbf\u95ee https:\/\/github.com\/OpenSearch-AI\/OpenSearch-SQL\u3002\u70b9\u51fb\u53f3\u4e0a\u89d2 \u201cCode\u201d \u6309\u94ae\uff0c\u9009\u62e9 \u201cDownload ZIP\u201d \u4e0b\u8f7d\u6e90\u7801\uff0c\u6216\u8005\u7528 Git \u547d\u4ee4\u514b\u9686\uff1a<\/li>\n<\/ol>\n<pre><code>git clone https:\/\/github.com\/OpenSearch-AI\/OpenSearch-SQL.git\r\n<\/code><\/pre>\n<p>\u4e0b\u8f7d\u540e\u89e3\u538b\u5230\u672c\u5730\uff0c\u6bd4\u5982\u00a0<code>C:\\OpenSearch-SQL<\/code>\u00a0\u6216\u00a0<code>\/home\/user\/OpenSearch-SQL<\/code>\u3002<\/p>\n<ol start=\"3\">\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><br \/>\n\u8fdb\u5165\u9879\u76ee\u6587\u4ef6\u5939\uff0c\u6253\u5f00\u7ec8\u7aef\uff0c\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5\u6240\u9700\u5e93\uff1a<\/li>\n<\/ol>\n<pre><code>pip install -r requirements.txt\r\n<\/code><\/pre>\n<p>\u8fd9\u4f1a\u5b89\u88c5\u9879\u76ee\u8fd0\u884c\u6240\u9700\u7684 Python \u5305\uff0c\u6bd4\u5982\u7528\u4e8e\u5904\u7406\u6570\u636e\u548c\u8c03\u7528\u6a21\u578b\u7684\u5e93\u3002<\/p>\n<h3>\u6570\u636e\u9884\u5904\u7406<\/h3>\n<p>OpenSearch-SQL \u9700\u8981 few-shot \u793a\u4f8b\u6765\u63d0\u9ad8\u67e5\u8be2\u51c6\u786e\u6027\u3002\u53ef\u4ee5\u7528\u5b98\u65b9\u63d0\u4f9b\u7684\u811a\u672c\u751f\u6210\u6570\u636e\u3002<\/p>\n<ol>\n<li><strong>\u51c6\u5907\u6570\u636e<\/strong><br \/>\n\u9879\u76ee\u63d0\u4f9b\u4e86\u4e00\u4e2a\u793a\u4f8b\u6587\u4ef6\u00a0<code>bird_dev.json<\/code>\uff0c\u4f4d\u4e8e\u00a0<code>Bird\/bird_dev.json<\/code>\u3002\u5b83\u57fa\u4e8e DAIL-SQL \u65b9\u6cd5\u751f\u6210\uff0c\u5305\u542b few-shot \u67e5\u8be2\u793a\u4f8b\u3002\u5982\u679c\u4f60\u6709\u81ea\u5df1\u7684\u6570\u636e\uff0c\u53ef\u4ee5\u66ff\u6362\u8fd9\u4e2a\u6587\u4ef6\u3002<\/li>\n<li><strong>\u8fd0\u884c\u9884\u5904\u7406\u811a\u672c<\/strong><br \/>\n\u5728\u9879\u76ee\u6839\u76ee\u5f55\u8fd0\u884c\uff1a<\/li>\n<\/ol>\n<pre><code>sh run\/run_preprocess.sh\r\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u811a\u672c\u4f1a\u5904\u7406 few-shot \u6570\u636e\u3001\u8868\u7ed3\u6784\u548c\u5176\u4ed6\u4fe1\u606f\u3002\u5b8c\u6210\u540e\uff0c\u7ec8\u7aef\u4f1a\u663e\u793a\u6bcf\u4e2a\u76ee\u5f55\u7684\u8f93\u51fa\u7ed3\u679c\u3002\u5982\u679c\u4f60\u662f Windows \u7528\u6237\uff0c\u53ef\u4ee5\u7528 Git Bash \u6216 WSL \u8fd0\u884c\uff0c\u6216\u8005\u624b\u52a8\u6267\u884c\u811a\u672c\u4e2d\u7684\u547d\u4ee4\u3002<\/p>\n<h3>\u8fd0\u884c\u4e3b\u7a0b\u5e8f<\/h3>\n<ol>\n<li><strong>\u542f\u52a8\u7a0b\u5e8f<\/strong><br \/>\n\u5728\u9879\u76ee\u6839\u76ee\u5f55\u8fd0\u884c\uff1a<\/li>\n<\/ol>\n<pre><code>sh run\/run_main.sh\r\n<\/code><\/pre>\n<p>\u8fd9\u4f1a\u8c03\u7528\u00a0<code>src\/runner\/database_manager.py<\/code>\u00a0\u6587\u4ef6\uff0c\u5f00\u59cb\u5904\u7406\u67e5\u8be2\u3002\u7a0b\u5e8f\u8def\u5f84\u5df2\u5728\u811a\u672c\u4e2d\u8bbe\u7f6e\u597d\u3002<\/p>\n<ol start=\"2\">\n<li><strong>\u68c0\u67e5\u8f93\u51fa<\/strong><br \/>\n\u4e3b\u7a0b\u5e8f\u8fd0\u884c\u540e\uff0c\u4f1a\u6839\u636e\u914d\u7f6e\u751f\u6210 SQL \u67e5\u8be2\u7ed3\u679c\u3002\u8f93\u51fa\u6587\u4ef6\u8def\u5f84\u5728\u00a0<code>src\/runner\/database_manager.py<\/code>\u00a0\u7684\u00a0<code>_set_paths<\/code>\u00a0\u51fd\u6570\u4e2d\u5b9a\u4e49\uff0c\u53ef\u4ee5\u6839\u636e\u9700\u8981\u8c03\u6574\u3002<\/li>\n<\/ol>\n<h3>\u7279\u8272\u529f\u80fd\u64cd\u4f5c<\/h3>\n<ul>\n<li><strong>\u81ea\u7136\u8bed\u8a00\u8f6c SQL<\/strong><br \/>\n\u8f93\u5165\u95ee\u9898\u6bd4\u5982\u201c\u54ea\u4e2a\u57ce\u5e02\u7684\u9500\u91cf\u6700\u9ad8\uff1f\u201d\u7a0b\u5e8f\u4f1a\u751f\u6210\uff1a<\/li>\n<\/ul>\n<pre><code>SELECT city FROM sales ORDER BY amount DESC LIMIT 1\r\n<\/code><\/pre>\n<p>\u4f60\u53ef\u4ee5\u5728\u00a0<code>questions.json<\/code>\u00a0\u6587\u4ef6\u4e2d\u6dfb\u52a0\u81ea\u5df1\u7684\u95ee\u9898\uff0c\u8fd0\u884c\u540e\u67e5\u770b\u7ed3\u679c\u3002<\/p>\n<ul>\n<li><strong>CoT \u589e\u5f3a<\/strong><br \/>\n\u9879\u76ee\u7528 Query-CoT-SQL \u7684\u683c\u5f0f\u63d0\u4f9b\u793a\u4f8b\u3002\u6bd4\u5982\uff1a<\/li>\n<li>\u7528\u6237\u8f93\u5165\uff1a\u201c\u5e73\u5747\u5e74\u9f84\u662f\u591a\u5c11\uff1f\u201d<\/li>\n<li>CoT \u8fc7\u7a0b\uff1a\u5148\u627e\u5230\u5e74\u9f84\u5217\uff0c\u518d\u8ba1\u7b97\u5e73\u5747\u503c\u3002<\/li>\n<li>\u8f93\u51fa\uff1a<code>SELECT AVG(age) FROM users<\/code>\u3002<\/li>\n<li><strong>\u5bf9\u9f50\u529f\u80fd<\/strong><br \/>\n\u5982\u679c\u751f\u6210\u7ed3\u679c\u6709\u8bef\uff0c\u7a0b\u5e8f\u4f1a\u81ea\u52a8\u6821\u6b63\u3002\u6bd4\u5982\u8f93\u5165\u201c\u5217\u51fa\u6240\u6709\u5b66\u751f\u6210\u7ee9\u201d\uff0c\u4f46\u6570\u636e\u5e93\u6709\u591a\u4e2a\u8868\uff0c\u5b83\u4f1a\u786e\u4fdd JOIN \u64cd\u4f5c\u6b63\u786e\uff1a<\/li>\n<\/ul>\n<pre><code>SELECT s.name, sc.score FROM students s JOIN scores sc ON s.id = sc.student_id\r\n<\/code><\/pre>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>\u5982\u679c\u9700\u8981\u6d4b\u8bd5 BIRD \u6570\u636e\u96c6\uff0c\u76f4\u63a5\u7528\u00a0<code>Bird\/fewshot\/questions.json<\/code>\u00a0\u6587\u4ef6\u3002<\/li>\n<li>\u7a0b\u5e8f\u652f\u6301\u591a\u79cd\u6a21\u578b\uff0c\u9ed8\u8ba4\u914d\u7f6e\u53ef\u80fd\u9700\u8981 API \u5bc6\u94a5\u3002\u5982\u679c\u7528 GPT \u6216 DeepSeek\uff0c\u9700\u5728\u4ee3\u7801\u4e2d\u8bbe\u7f6e\u5bc6\u94a5\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u8fd9\u4e9b\u6b65\u9aa4\uff0c\u4f60\u53ef\u4ee5\u8f7b\u677e\u5c06\u81ea\u7136\u8bed\u8a00\u8f6c\u4e3a SQL \u67e5\u8be2\uff0c\u5904\u7406\u5404\u79cd\u6570\u636e\u5206\u6790\u4efb\u52a1\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u6570\u636e\u5206\u6790<\/strong><br \/>\n\u6570\u636e\u5206\u6790\u5e08\u53ef\u4ee5\u7528\u5b83\u628a\u95ee\u9898\u8f6c\u4e3a SQL\uff0c\u5feb\u901f\u7edf\u8ba1\u9500\u552e\u6570\u636e\u6216\u7528\u6237\u884c\u4e3a\u3002<\/li>\n<li><strong>\u6559\u80b2\u57f9\u8bad<\/strong><br \/>\n\u5b66\u751f\u53ef\u4ee5\u7528\u5b83\u5b66\u4e60 SQL\uff0c\u8f93\u5165\u95ee\u9898\u540e\u5bf9\u6bd4\u751f\u6210\u7684\u67e5\u8be2\u8bed\u53e5\u3002<\/li>\n<li><strong>\u81ea\u52a8\u5316\u62a5\u8868<\/strong><br \/>\n\u4f01\u4e1a\u53ef\u4ee5\u7528\u5b83\u81ea\u52a8\u751f\u6210\u62a5\u8868SQL\uff0c\u51cf\u5c11\u624b\u52a8\u7f16\u5199\u65f6\u95f4\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>QA<\/h2>\n<ol>\n<li><strong>OpenSearch-SQL \u9700\u8981\u8054\u7f51\u5417\uff1f<\/strong><br \/>\n\u5982\u679c\u7528\u672c\u5730\u6a21\u578b\uff0c\u4e0d\u9700\u8981\u8054\u7f51\u3002\u4f46\u7528 GPT \u7b49\u5728\u7ebf\u6a21\u578b\u65f6\u9700\u8981\u7f51\u7edc\u548c API \u5bc6\u94a5\u3002<\/li>\n<li><strong>\u652f\u6301\u54ea\u4e9b\u6570\u636e\u5e93\uff1f<\/strong><br \/>\n\u5b83\u9488\u5bf9\u4efb\u4f55\u652f\u6301 SQL \u7684\u6570\u636e\u5e93\uff0c\u53ea\u8981\u63d0\u4f9b\u8868\u7ed3\u6784\u548c\u6570\u636e\u5373\u53ef\u3002<\/li>\n<li><strong>BIRD \u699c\u5355\u7b2c\u4e00\u540d\u610f\u5473\u7740\u4ec0\u4e48\uff1f<\/strong><br \/>\n\u8bf4\u660e\u5b83\u5728 Text-to-SQL \u4efb\u52a1\u4e2d\u51c6\u786e\u7387\u6700\u9ad8\uff0c\u80fd\u5904\u7406\u590d\u6742\u67e5\u8be2\uff0c2024 \u5e74 8 \u6708\u6210\u7ee9\u4e3a\u6d4b\u8bd5\u96c6 72.28%\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>OpenSearch-SQL \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u5b83\u662f\u4e00\u4e2a\u5f3a\u5927\u7684 Text-to-SQL \u5de5\u5177\uff0c\u53ef\u4ee5\u628a\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u8f6c\u5316\u4e3a SQL \u67e5\u8be2\u8bed\u53e5\uff0c\u5e2e\u52a9\u4e0d\u719f\u6089\u6570\u636e\u5e93\u7684\u4eba\u8f7b\u677e\u83b7\u53d6\u6570\u636e\u3002\u8fd9\u4e2a\u9879\u76ee\u7531 OpenSearch-AI \u56e2\u961f\u5f00\u53d1\uff0c\u57fa\u4e8e 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