{"id":13963,"date":"2024-11-25T19:20:56","date_gmt":"2024-11-25T11:20:56","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=13963"},"modified":"2024-11-25T19:20:56","modified_gmt":"2024-11-25T11:20:56","slug":"sqlite-utils-ask","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/sqlite-utils-ask\/","title":{"rendered":"SQLite-Utils-Ask\uff1a\u8ba9\u7528\u6237\u5bf9SQLite\u6570\u636e\u5e93\u548cCSV\/JSON\u6587\u4ef6\u8fdb\u884c\u95ee\u7b54\u5f0f\u6570\u636e\u67e5\u8be2"},"content":{"rendered":"<p>SQLite-Utils-Ask \u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u65e8\u5728\u901a\u8fc7LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u7684\u8f85\u52a9\uff0c\u5e2e\u52a9\u7528\u6237\u5bf9SQLite\u6570\u636e\u5e93\u548cCSV\/JSON\u6587\u4ef6\u8fdb\u884c\u95ee\u7b54\u5f0f\u6570\u636e\u67e5\u8be2\u3002\u8be5\u5de5\u5177\u80fd\u591f\u6839\u636e\u7528\u6237\u7684\u95ee\u9898\u81ea\u52a8\u751f\u6210\u9002\u5f53\u7684SQL\u67e5\u8be2\uff0c\u5e76\u6267\u884c\u67e5\u8be2\u4ee5\u8fd4\u56de\u7ed3\u679c\uff0c\u6781\u5927\u5730\u7b80\u5316\u4e86\u6570\u636e\u5206\u6790\u548c\u5904\u7406\u7684\u8fc7\u7a0b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u81ea\u7136\u8bed\u8a00\u63d0\u95ee<\/strong>\uff1a\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\u6570\u636e\u5e93\u4e2d\u7684\u6570\u636e\uff0c\u5de5\u5177\u4f1a\u81ea\u52a8\u751f\u6210\u76f8\u5e94\u7684SQL\u67e5\u8be2\u3002<\/li>\n<li><strong>\u6570\u636e\u5e93\u517c\u5bb9<\/strong>\uff1a\u652f\u6301SQLite\u6570\u636e\u5e93\uff0c\u65b9\u4fbf\u7528\u6237\u8fdb\u884c\u6570\u636e\u7ba1\u7406\u548c\u67e5\u8be2\u3002<\/li>\n<li><strong>\u5904\u7406CSV\/JSON\u6587\u4ef6<\/strong>\uff1a\u652f\u6301\u76f4\u63a5\u5bf9CSV\u3001TSV\u6216JSON\u6587\u4ef6\u8fdb\u884c\u67e5\u8be2\u3002<\/li>\n<li><strong>\u591a\u6587\u4ef6\u67e5\u8be2<\/strong>\uff1a\u652f\u6301\u5bf9\u591a\u4e2a\u6587\u4ef6\u8fdb\u884c\u8054\u5408\u67e5\u8be2\u3002<\/li>\n<li><strong>\u547d\u4ee4\u884c\u5de5\u5177<\/strong>\uff1a\u63d0\u4f9b\u7b80\u5355\u6613\u7528\u7684\u547d\u4ee4\u884c\u754c\u9762\uff0c\u7528\u6237\u53ef\u4ee5\u5feb\u901f\u6267\u884c\u67e5\u8be2\u3002<\/li>\n<li><strong>\u63d2\u4ef6\u652f\u6301<\/strong>\uff1a\u53ef\u4ee5\u4e0esqlite-utils\u7b49\u5de5\u5177\u96c6\u6210\uff0c\u6269\u5c55\u529f\u80fd\u548c\u5e94\u7528\u573a\u666f\u3002<\/li>\n<\/ul>\n<h2><\/h2>\n<h2>\u5728\u7ec8\u7aef\u4e2d\u8be2\u95ee\u6709\u5173 SQLite \u6570\u636e\u5e93\u548c CSV\/JSON \u6587\u4ef6\u7684\u95ee\u9898<\/h2>\n<p><a href=\"https:\/\/sqlite-utils.datasette.io\/en\/stable\/cli.html\">\u6211\u4e3a\u6211\u7684sqlite-utils CLI \u5de5\u5177<\/a>\u6784\u5efa\u4e86\u4e00\u4e2a\u65b0\u63d2\u4ef6\uff0c\u8ba9\u60a8\u53ef\u4ee5\u76f4\u63a5\u5411\u8ba1\u7b97\u673a\u4e0a\u7684 SQLite \u6570\u636e\u5e93\u548c CSV\/JSON \u6587\u4ef6\u8be2\u95ee\u4eba\u7c7b\u8bed\u8a00\u95ee\u9898\u3002<\/p>\n<p>\u5b83\u7684\u540d\u5b57\u662fsqlite-utils-ask\u3002\u5b89\u88c5\u65b9\u6cd5\u5982\u4e0b\uff1a<\/p>\n<pre><code>sqlite-utils \u5b89\u88c5 sqlite-utils-ask\r\n<\/code><\/pre>\n<p>\u5b83\u4ece\u73af\u5883\u53d8\u91cf\u4e2d\u83b7\u53d6 API \u5bc6\u94a5<code>OPENAI_API_KEY<\/code>\uff0c\u6216\u8005\u60a8\u53ef\u4ee5\u5b89\u88c5 LLM\u5e76\u4f7f\u7528<a href=\"https:\/\/llm.datasette.io\/en\/stable\/setup.html#saving-and-using-stored-keys\">llm keys set openai<\/a>\u5c06\u5bc6\u94a5\u5b58\u50a8\u5728\u914d\u7f6e\u6587\u4ef6\u4e2d\u3002<\/p>\n<p>\u7136\u540e\u4f60\u53ef\u4ee5\u50cf\u8fd9\u6837\u4f7f\u7528\u5b83\uff1a<\/p>\n<pre><code>curl -O https:\/\/datasette.io\/content.db\r\nsqlite-utils \u8be2\u95ee content.db \u201c 2024 \u5e74 sqlite-utils pypi \u4e0b\u8f7d\u91cf\u662f\u591a\u5c11\uff1f\u201d\r\n<\/code><\/pre>\n<p>\u6b64\u547d\u4ee4\u5c06\u63d0\u53d6\u6240\u63d0\u4f9b\u6570\u636e\u5e93\u6587\u4ef6\u7684 SQL \u6a21\u5f0f\uff0c\u5c06\u5176\u4e0e\u60a8\u7684\u95ee\u9898\u4e00\u8d77\u901a\u8fc7 LLM \u53d1\u9001\uff0c\u8fd4\u56de SQL \u67e5\u8be2\u5e76\u5c1d\u8bd5\u8fd0\u884c\u5b83\u4ee5\u5f97\u51fa\u7ed3\u679c\u3002<\/p>\n<p>\u5982\u679c\u4e00\u5207\u987a\u5229\u7684\u8bdd\uff0c\u5b83\u4f1a\u7ed9\u51fa\u5982\u4e0b\u7b54\u6848\uff1a<\/p>\n<pre><code>SELECT SUM(downloads)\r\nFROM stats\r\nWHERE package = 'sqlite-utils' AND date &gt;= '2024-01-01' AND date &lt; '2025-01-01';\r\n[\r\n{\r\n\"SUM(downloads)\": 4300221\r\n}\r\n]\r\n<\/code><\/pre>\n<p>\u5982\u679c SQL \u67e5\u8be2\u6267\u884c\u5931\u8d25\uff08\u7531\u4e8e\u67d0\u79cd\u8bed\u6cd5\u9519\u8bef\uff09\uff0c\u5b83\u4f1a\u5c06\u8be5\u9519\u8bef\u4f20\u56de\u6a21\u578b\u8fdb\u884c\u66f4\u6b63\uff0c\u5e76\u5728\u653e\u5f03\u4e4b\u524d\u91cd\u8bd5\u6700\u591a\u4e09\u6b21\u3002<\/p>\n<p>\u6dfb\u52a0<code>-v\/--verbose<\/code>\u4ee5\u67e5\u770b\u5176\u4f7f\u7528\u7684\u786e\u5207\u63d0\u793a\uff1a<\/p>\n<pre><code>System prompt:\r\nYou will be given a SQLite schema followed by a question. Generate a single SQL\r\nquery to answer that question. Return that query in a ```sql ... ```\r\nfenced code block.\r\nExample: How many repos are there?\r\nAnswer:\r\n```sql\r\nselect count(*) from repos\r\n<\/code><\/pre>\n<p>Prompt:<br \/>\n&#8230;<br \/>\nCREATE TABLE [stats] (<br \/>\n[package] TEXT,<br \/>\n[date] TEXT,<br \/>\n[downloads] INTEGER,<br \/>\nPRIMARY KEY ([package], [date])<br \/>\n);<br \/>\n&#8230;<br \/>\nhow many sqlite-utils pypi downloads in 2024?<\/p>\n<pre><code>\u6211\u5df2\u5c06\u4e0a\u8ff0\u5185\u5bb9\u622a\u65ad\u4e3a\u4ec5\u5305\u542b\u76f8\u5173\u8868 - \u5b83\u5b9e\u9645\u4e0a\u5305\u542b\u4e86\u8be5\u6570\u636e\u5e93\u4e2d\u6bcf\u4e2a\u8868\u7684\u5b8c\u6574\u6a21\u5f0f\u3002\r\n\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u8be5\u5de5\u5177\u53ea\u4f1a\u5c06\u8be5\u6570\u636e\u5e93\u67b6\u6784\u548c\u60a8\u7684\u95ee\u9898\u53d1\u9001\u7ed9 LLM\u3002\u5982\u679c\u60a8\u6dfb\u52a0\u8be5`-e\/--examples`\u9009\u9879\uff0c\u5b83\u8fd8\u5c06\u4e3a\u8be5\u67b6\u6784\u4e2d\u7684\u6bcf\u4e2a\u6587\u672c\u5217\u5305\u542b\u4e94\u4e2a\u516c\u5171\u503c\uff0c\u5e73\u5747\u957f\u5ea6\u5c0f\u4e8e 32 \u4e2a\u5b57\u7b26\u3002\u8fd9\u6709\u65f6\u53ef\u4ee5\u5e2e\u52a9\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\uff0c\u4f8b\u5982\uff0c\u4e3a`state`\u5217\u53d1\u9001\u503c\u201cCA\u201d\u548c\u201cFL\u201d\u548c\u201cTX\u201d\u53ef\u4ee5\u63d0\u793a\u6a21\u578b\u5e94\u8be5\u5728\u67e5\u8be2\u4e2d\u4f7f\u7528\u5dde\u7f29\u5199\u800c\u4e0d\u662f\u5168\u540d\u3002\r\n#### \u8be2\u95ee CSV \u548c JSON \u6570\u636e\u7684\u95ee\u9898\r\n\u6838\u5fc3`sqlite-utils`CLI \u901a\u5e38\u76f4\u63a5\u9488\u5bf9 SQLite \u6587\u4ef6\u8fd0\u884c\uff0c\u4f46\u4e09\u5e74\u524d\u6211\u6dfb\u52a0\u4e86\u4f7f\u7528[sqlite-utils memory](https:\/\/simonwillison.net\/2021\/Jun\/19\/sqlite-utils-memory\/)\u547d\u4ee4\u76f4\u63a5\u9488\u5bf9 CSV \u548c JSON \u6587\u4ef6\u8fd0\u884c SQL \u67e5\u8be2\u7684\u529f\u80fd\u3002\u5176\u5de5\u4f5c\u539f\u7406\u662f\u5728\u6267\u884c SQL \u67e5\u8be2\u4e4b\u524d\u5c06\u6570\u636e\u52a0\u8f7d\u5230\u5185\u5b58 SQLite \u6570\u636e\u5e93\u4e2d\u3002\r\n\u6211\u51b3\u5b9a\u91cd\u7528\u8be5\u673a\u5236\u6765\u76f4\u63a5\u9488\u5bf9 CSV \u548c JSON \u6570\u636e\u542f\u7528 LLM \u63d0\u793a\u3002\r\n\u8be5`sqlite-utils ask-files`\u547d\u4ee4\u5982\u4e0b\u6240\u793a\uff1a\r\n```shell\r\nsqlite-utils ask-files transaction.csv \u201c\u6309\u5e74\u8ba1\u7b97\u7684\u603b\u9500\u552e\u989d\u201d\r\n<\/code><\/pre>\n<p>\u6b64\u547d\u4ee4\u63a5\u53d7\u4e00\u4e2a\u6216\u591a\u4e2a\u6587\u4ef6\uff0c\u60a8\u53ef\u4ee5\u63d0\u4f9b CSV\u3001TSV \u548c JSON \u7684\u6df7\u5408\u683c\u5f0f\u3002\u6bcf\u4e2a\u63d0\u4f9b\u7684\u6587\u4ef6\u90fd\u5c06\u5bfc\u5165\u5230\u4e0d\u540c\u7684\u8868\u4e2d\uff0c\u4ece\u800c\u5141\u8bb8\u6a21\u578b\u5728\u5fc5\u8981\u65f6\u6784\u5efa\u8fde\u63a5\u67e5\u8be2\u3002<\/p>\n<h4>\u5b9e\u73b0\u8bf4\u660e<\/h4>\n<p>\u8be5\u63d2\u4ef6\u7684\u6838\u5fc3\u5b9e\u73b0\u4e3a\u5927\u7ea6<a href=\"https:\/\/github.com\/simonw\/sqlite-utils-ask\/blob\/0.2\/sqlite_utils_ask.py\">250 \u884c Python \u4ee3\u7801<\/a>\uff0c\u4f7f\u7528<code>sqlite-utils<\/code>\u00a0<a href=\"https:\/\/sqlite-utils.datasette.io\/en\/stable\/plugins.html#register-commands-cli\">register_commands()<\/a>\u63d2\u4ef6\u6302\u94a9\u6765\u6dfb\u52a0<code>ask<\/code>\u548c<code>ask-files<\/code>\u547d\u4ee4\u3002<\/p>\n<p>\u5b83\u6dfb\u52a0\u4e86LLM\u4f5c\u4e3a\u4f9d\u8d56\u9879\uff0c\u5e76\u5229\u7528 LLM \u7684<a href=\"https:\/\/llm.datasette.io\/en\/stable\/python-api.html\">Python API<\/a>\u6765\u62bd\u8c61\u4e0e\u6a21\u578b\u5bf9\u8bdd\u7684\u7ec6\u8282\u3002\u8fd9\u610f\u5473\u7740<code>sqlite-utils-ask<\/code>\u53ef\u4ee5\u4f7f\u7528 LLM \u6216\u5176\u63d2\u4ef6\u652f\u6301\u7684\u4efb\u4f55\u6a21\u578b &#8211; \u5982\u679c\u60a8\u60f3\u901a\u8fc7 <a href=\"https:\/\/www.kdjingpai.com\/en\/claudeanquanfubai\/\">Claude<\/a> 3.5 Sonnet \u8fd0\u884c\u63d0\u793a\uff0c\u60a8\u53ef\u4ee5\u6267\u884c\u4ee5\u4e0b\u64cd\u4f5c\uff1a<\/p>\n<pre><code>sqlite-utils \u5b89\u88c5 llm-claude-3\r\nsqlite-utils \u8be2\u95ee content.db \u201c\u8ba1\u7b97\u65b0\u95fb\u8868\u4e2d\u7684\u884c\u6570\u201d -m claude-3.5-sonnet\r\n<\/code><\/pre>\n<p>\u8be5\u63d2\u4ef6\u6700\u521d\u9ed8\u8ba4\u4e3agpt-4o-mini\uff0c\u4ee5\u5229\u7528\u8be5\u6a21\u578b\u7684\u81ea\u52a8\u63d0\u793a\u7f13\u5b58\uff1a\u5982\u679c\u60a8\u9488\u5bf9\u540c\u4e00\u6a21\u5f0f\u8fd0\u884c\u591a\u4e2a\u95ee\u9898\uff0c\u60a8\u6700\u7ec8\u4f1a\u591a\u6b21\u53d1\u9001\u76f8\u540c\u7684\u957f\u63d0\u793a\u524d\u7f00\uff0c\u5e76\u4e14 OpenAI \u7684\u63d0\u793a\u7f13\u5b58\u5e94\u8be5\u81ea\u52a8\u542f\u52a8\u5e76\u4e3a\u8fd9\u4e9b\u8f93\u5165\u4ee4\u724c\u63d0\u4f9b 50% \u7684\u6298\u6263\u3002<\/p>\n<p>\u7136\u540e\u6211\u8ba1\u7b97\u4e86\u4e00\u4e0b\u5b9e\u9645\u6570\u5b57\uff0c\u53d1\u73b0\u8fd9\u4e2a<code>gpt-4o-mini<\/code>\u4ef7\u683c\u8db3\u591f\u4fbf\u5b9c\uff0c\u5373\u4f7f\u4e0d\u7f13\u5b58 4,000 \u4e2a\u4ee4\u724c\u63d0\u793a\uff08\u8fd9\u662f\u4e00\u4e2a\u76f8\u5f53\u5927\u7684 SQL \u67b6\u6784\uff09\uff0c\u6210\u672c\u4e5f\u5e94\u8be5\u4e0d\u5230\u5341\u5206\u4e4b\u4e00\u7f8e\u5206\u3002\u6240\u4ee5\u8fd9\u4e9b\u7f13\u5b58\u8282\u7701\u6839\u672c\u5c31\u4e0d\u503c\u4e00\u63d0\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>SQLite-Utils-Ask \u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u65e8\u5728\u901a\u8fc7LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u7684\u8f85\u52a9\uff0c\u5e2e\u52a9\u7528\u6237\u5bf9SQLite\u6570\u636e\u5e93\u548cCSV\/JSON\u6587\u4ef6\u8fdb\u884c\u95ee\u7b54\u5f0f\u6570\u636e\u67e5\u8be2\u3002\u8be5\u5de5\u5177\u80fd\u591f\u6839\u636e\u7528\u6237\u7684\u95ee\u9898\u81ea\u52a8\u751f\u6210\u9002\u5f53\u7684SQL\u67e5\u8be2\uff0c\u5e76\u6267\u884c\u67e5\u8be2\u4ee5\u8fd4\u56de\u7ed3\u679c\uff0c\u6781\u5927\u5730\u7b80\u5316&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61291,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230,244],"class_list":["post-13963","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu","tag-aishujufenxi"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/13963","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=13963"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/13963\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/61291"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=13963"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=13963"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=13963"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}