{"id":6005,"date":"2024-12-11T17:26:18","date_gmt":"2024-12-11T08:26:18","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=6005"},"modified":"2024-12-13T16:41:15","modified_gmt":"2024-12-13T07:41:15","slug":"looker-few-shot","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/looker-few-shot\/","title":{"rendered":"Looker Explore Assistant\u3067\u5e0c\u671b\u901a\u308a\u306e\u30b0\u30e9\u30d5\u3092\u51fa\u529b\u3055\u305b\u308b\u65b9\u6cd5\uff08Few-Shot Prompting\uff09"},"content":{"rendered":"\n<p>Looker Explore Assistant\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u30d9\u30fc\u30b9\u3067\u30c7\u30fc\u30bf\u306e\u63a2\u7d22\u3084\u53ef\u8996\u5316\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308bLooker\u306e\u65b0\u305f\u306a\u62e1\u5f35\u6a5f\u80fd\u3067\u3059\u3002\u672c\u30d6\u30ed\u30b0\u8a18\u4e8b\u3067\u306f\u3001Few-Shot Prompting\u3068\u3044\u3046\u30c6\u30af\u30cb\u30c3\u30af\u3092\u7528\u3044\u3066Explore Assistant\u3067\u60f3\u5b9a\u3057\u305f\u30b0\u30e9\u30d5\u3092\u51fa\u529b\u3055\u305b\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>\u672c\u8a18\u4e8b\u306f <strong>Looker Advent Calender 2024<\/strong> \u306e11\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002[blogcard url=&#8221;https:\/\/qiita.com\/advent-calendar\/2024\/looker&#8221;]<\/p>\r\n<p>Looker Explore Assistant\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u30d9\u30fc\u30b9\u3067\u30c7\u30fc\u30bf\u306e\u63a2\u7d22\u3084\u53ef\u8996\u5316\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u30e6\u30fc\u30b6\u306bLookML\u3084SQL\u30af\u30a8\u30ea\u306e\u77e5\u8b58\u304c\u306a\u3044\u5834\u5408\u3067\u3082\u3001\u76f4\u611f\u7684\u306b\u30c7\u30fc\u30bf\u304b\u3089\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u5c0e\u51fa\u3067\u304d\u308bLooker\u306e\u65b0\u305f\u306a\u62e1\u5f35\u6a5f\u80fd\u3067\u3059\u3002<\/p>\r\n<p>\u3057\u304b\u3057\u3001Explore Assistant\u306f\u307e\u3060\u5b8c\u74a7\u306a\u30c4\u30fc\u30eb\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4f5c\u6210\u3057\u3066\u307b\u3057\u3044\u30b0\u30e9\u30d5\u3084\u30c7\u30fc\u30bf\u304b\u3089\u660e\u3089\u304b\u306b\u3057\u305f\u3044\u554f\u3044\u3092\u305f\u3060\u5165\u529b\u3057\u305f\u3060\u3051\u3067\u306f\u3001\u60f3\u5b9a\u3057\u305f\u30b0\u30e9\u30d5\u3084\u6c42\u3081\u3066\u3044\u305f\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u51fa\u529b\u3057\u3066\u304f\u308c\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<\/p>\r\n<p>Explore Assistant\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u30c6\u30af\u30cb\u30c3\u30af\u306e\u4e00\u3064\u3068\u3057\u3066\u3001Few-Shot Prompting\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002Few-Shot Prompting\u306f\u3001\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u51fa\u529b\u306e\u30bb\u30c3\u30c8\u300d\u3092\u3044\u304f\u3064\u304b\u4f8b\u3068\u3057\u3066\u7528\u610f\u3059\u308b\u3053\u3068\u3067\u3001LLM\u306e\u51fa\u529b\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u30c6\u30af\u30cb\u30c3\u30af\u3067\u3059\u3002<\/p>\r\n<p>\u305d\u3053\u3067\u672c\u30d6\u30ed\u30b0\u8a18\u4e8b\u3067\u306f\u3001Explore Assistant\u3067\u60f3\u5b9a\u3057\u305f\u30b0\u30e9\u30d5\u3092\u51fa\u529b\u3055\u305b\u308b\u305f\u3081\u306b\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u51fa\u529b\u306e\u30bb\u30c3\u30c8\u300d\u3092\u5b9a\u7fa9\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n<h2>\u4e8b\u524d\u6e96\u5099<\/h2>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u4e8b\u524d\u306bExplore Assistant\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3092\u5b8c\u4e86\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u524d\u63d0\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u306e\u65b9\u6cd5\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u8a18\u4e8b\u306b\u8a73\u3057\u304f\u66f8\u304b\u308c\u3066\u3044\u308b\u306e\u3067\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002[blogcard url=&#8221;https:\/\/blog.since2020.jp\/bi\/looker-explore-assistant-part1\/&#8221;][blogcard url=&#8221;https:\/\/blog.since2020.jp\/bi\/looker-explore-assistant-part2\/&#8221;][blogcard url=&#8221;https:\/\/blog.since2020.jp\/bi\/looker-explore-assistant-part3\/&#8221;]<\/p>\r\n<p>\u30af\u30ed\u30fc\u30f3\u3057\u305f<a href=\"https:\/\/github.com\/looker-open-source\/looker-explore-assistant.git\"><strong><span style=\"text-decoration: underline\">\u30ea\u30dd\u30b8\u30c8\u30ea<\/span><\/strong><\/a>\u306b\u304a\u3051\u308b <code>explore-assistant-examples\/examples.json<\/code> \u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u51fa\u529b\u306e\u4f8b\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002<\/p>\r\n<p>\u4ee5\u4e0b\u304c<code>examples.json<\/code>\u306b\u8a18\u8ff0\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u51fa\u529b\u306e\u30b5\u30f3\u30d7\u30eb\u3067\u3059\u3002<\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-json\" data-lang=\"JSON\"><code>[{\r\n\"input\": \"Top 10 Brand by Sales\",\r\n\"output\": \"fields=products.brand,order_items.total_sale_price&amp;sorts=order_items.total_sale_price desc 0&amp;limit=10&amp;column_limit=50\"\r\n}, {\r\n\"input\": \"users by traffic source\",\r\n\"output\": \"fields=users.traffic_source,users.count&amp;sorts=users.count desc 0&amp;limit=500\"\r\n}]<\/code><\/pre>\r\n<\/div>\r\n<p><!-- notionvc: 7edcde30-1aad-4c2d-9e89-c7839b8df667 --><\/p>\n\n<h2>\u624b\u9806<\/h2>\n<p>\u672c\u7bc0\u3067\u306f\u3001\u3054\u81ea\u8eab\u306e\u30c7\u30fc\u30bf\u306b\u5408\u308f\u305b\u3066<code>examples.json<\/code>\u3092\u7de8\u96c6\u3057\u3001\u5e0c\u671b\u901a\u308a\u306e\u30b0\u30e9\u30d5\u3092\u51fa\u529b\u3055\u305b\u308b\u305f\u3081\u306e\u624b\u9806\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\r\n<p>\u306a\u304a\u3001\u57fa\u672c\u7684\u306a\u624b\u9806\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u306b\u8a73\u3057\u304f\u66f8\u304b\u308c\u3066\u3044\u3066\u3001\u5927\u3044\u306b\u53c2\u8003\u306b\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002[blogcard url=&#8221;https:\/\/dev.classmethod.jp\/articles\/looker-explore-assistant-add-examples\/&#8221;]<\/p>\r\n<p><strong><span style=\"text-decoration: underline\"><span style=\"font-size: 14pt\">STEP 1:<\/span><\/span><br \/>\r\n<\/strong>Looker\u4e0a\u306eExplore\u3067Explore Assistant\u306b\u51fa\u529b\u3057\u3066\u3082\u3089\u3044\u305f\u3044\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\r\n<p>\u4ee5\u4e0b\u306e\u4f8b\u3067\u306f\u3001\u3042\u308bEC\u30b5\u30a4\u30c8\u306e\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u300c\u521d\u56de\u8cfc\u5165\u65e5\u5225\u306e\u30e6\u30fc\u30b6\u30fc\u6570\u300d\u306e\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/few-shot_01.jpg\" alt=\"\" width=\"1560\" height=\"669\" class=\"aligncenter size-full wp-image-6006\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/few-shot_01.jpg 1560w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/few-shot_01-300x129.jpg 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/few-shot_01-1024x439.jpg 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/few-shot_01-768x329.jpg 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/few-shot_01-1536x659.jpg 1536w\" sizes=\"(max-width: 1560px) 100vw, 1560px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p><strong><span style=\"text-decoration: underline\"><span style=\"font-size: 14pt\">STEP 2:<\/span><\/span><br \/>\r\n<\/strong>\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3057\u305fExplore\u306e\u753b\u9762\u53f3\u4e0a\u306b\u3042\u308b\u6b6f\u8eca\u306e\u30de\u30fc\u30af&gt;\u5171\u6709\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\r\n<p>\u300c\u62e1\u5f35URL\u300d\u306e\u3046\u3061\u3001<code>\"fields=\"<\/code> \u4ee5\u964d\u3092\u30b3\u30d4\u30fc\u3057\u307e\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/few-shot_02.png\" alt=\"\" width=\"619\" height=\"202\" class=\"aligncenter size-full wp-image-6007\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/few-shot_02.png 619w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/few-shot_02-300x98.png 300w\" sizes=\"(max-width: 619px) 100vw, 619px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p><strong><span style=\"text-decoration: underline\"><span style=\"font-size: 14pt\">STEP 3:<\/span><\/span><br \/>\r\n<\/strong><code>examples.json<\/code> \u306e\u201doutput\u201d\u306b\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u3002<\/p>\r\n<p>\u305f\u3060\u3057\u3001<strong>JSON\u30d5\u30a1\u30a4\u30eb\u306e\u5f62\u5f0f\u306b\u5408\u3046\u3088\u3046\u306b\u4fee\u6b63\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u8a73\u3057\u304f\u306f\u5f8c\u8ff0\u3057\u307e\u3059\u3002<\/strong><\/p>\r\n<p>&nbsp;<\/p>\r\n<p><strong><span style=\"text-decoration: underline;font-size: 14pt\">STEP 4:<\/span><br \/>\r\n<\/strong><code>examples.json<\/code> \u306e\u201dinput\u201d\u306b\u9069\u5207\u306a\u6587\u7ae0\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-json\" data-lang=\"JSON\"><code>{\r\n\"input\": \"\u521d\u56de\u8cfc\u5165\u65e5\u5225\u306e\u30e6\u30fc\u30b6\u30fc\u6570\u3092\u6559\u3048\u3066\",\r\n\"output\": \"fields=users.count,user_order_facts.first_order_date&amp;f[order_items.created_date]=90+days&amp;sorts=users.count+desc+0&amp;limit=500&amp;column_limit=50&amp;vis=......\"\r\n}<\/code><\/pre>\r\n<\/div>\r\n<p><!-- notionvc: 3f4e1ab5-6933-4fa4-8126-7c13f5036028 --><\/p>\r\n<p>\u4ee5\u4e0a\u304c<code>examples.json<\/code> \u306e\u5927\u307e\u304b\u306a\u8a18\u8ff0\u65b9\u6cd5\u3067\u3059\u3002<\/p>\r\n<p>\u3042\u3068\u306f\u3053\u306e\u8a18\u4e8b\u3092\u53c2\u8003\u306bJSON\u30d5\u30a1\u30a4\u30eb\u3092BigQuery\u306b\u30ed\u30fc\u30c9\u3059\u308c\u3070\u3001Explore Assistant\u306b\u53cd\u6620\u3055\u308c\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: b787e563-fe33-4bb9-af42-ab32e69bf930 --><\/p>\r\n<p><!-- notionvc: 4a3a0ca5-cbea-4da0-9ff0-b4ca9209a0da --><\/p>\r\n<p><!-- notionvc: 6290af7b-aef1-4bbb-a0b8-1f55bc7a923f --><\/p>\r\n<p><!-- notionvc: 5c678ec3-646a-4b25-aecd-ae0584460f87 --><\/p>\n\n<h2>\u201coutput\u201d\u3092\u8a18\u8ff0\u3059\u308b\u969b\u306e\u6ce8\u610f\u70b9<\/h2>\n<p>\u524d\u7bc0\u306e<strong>STEP 3<\/strong>\u306b\u304a\u3044\u3066\u3001\u62e1\u5f35URL\u3092\u8cbc\u308a\u4ed8\u3051\u308b\u3060\u3051\u3067\u306f\u30a8\u30e9\u30fc\u304c\u51fa\u3066\u3057\u307e\u3046\u5834\u5408\u304c\u3042\u308b\u3068\u66f8\u304d\u307e\u3057\u305f\u3002<\/p>\r\n<p>\u4ee5\u4e0b\u3067\u306f\u3001\u73fe\u6642\u70b9\u3067\u308f\u304b\u3063\u3066\u3044\u308b\u7bc4\u56f2\u3067\u3001\u62e1\u5f35URL\u306e\u4fee\u6b63\u65b9\u6cd5\u3092\u5171\u6709\u3057\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: 0d7495ae-07b6-4c82-b11f-44efd0bfb805 --><\/p>\r\n<p>&nbsp;<\/p>\r\n<p><span style=\"font-size: 14pt\"><strong>\u62e1\u5f35URL\u306f\u30a8\u30f3\u30b3\u30fc\u30c9\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001JSON\u30d5\u30a1\u30a4\u30eb\u306b\u5408\u3046\u3088\u3046\u306b\u5909\u66f4\u3059\u308b<\/strong><\/span><\/p>\r\n<p style=\"padding-left: 40px\"><span style=\"font-size: 14pt\"><span style=\"font-size: 12pt\">Looker\u3067\u30b3\u30d4\u30fc\u3057\u305f\u62e1\u5f35URL\u3092\u7de8\u96c6\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u30d5\u30a3\u30eb\u30bf\u30fc\u3068\u3057\u3066\u65e5\u672c\u8a9e\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u5834\u5408\u306a\u3069\u306f\u3001ChatGPT\u306a\u3069\u3092\u7528\u3044\u3066JSON\u30d5\u30a1\u30a4\u30eb\u306b\u5408\u3046\u3088\u3046\u306b\u5909\u66f4\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><strong><br \/>\r\n<\/strong><\/span>\u3000\u30fb\uff08\u4f8b\uff09<code>\u201dLevi\u2019s\u201d<\/code> \u3067\u306f\u306a\u304f<code>\"Levi\\\\u0027s\u201d<\/code><\/p>\r\n<p>&nbsp;<\/p>\r\n<p><span style=\"font-size: 14pt\"><strong>\u30d0\u30c3\u30af\u30b9\u30e9\u30c3\u30b7\u30e5\u306b\u3088\u308b\u30a8\u30b9\u30b1\u30fc\u30d7\u304c\u5fc5\u8981<\/strong><\/span><\/p>\r\n<p style=\"padding-left: 40px\"><span style=\"font-size: 14pt\"><span style=\"font-size: 12pt\">\u4e3b\u306b\u53ef\u8996\u5316\u306e\u8a2d\u5b9a\u7b87\u6240\u3067\u3001<code>\"\\\"<\/code>\u3092\u7528\u3044\u305f\u30a8\u30b9\u30b1\u30fc\u30d7\u304c\u5fc5\u8981\u306a\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/span><strong><br \/>\r\n<\/strong><\/span>\u3000\u30fb\uff08\u4f8b\uff09<code>vis={\"type\": \"looker_column\"}<\/code> \u3067\u306f\u306a\u304f<code>vis=<span>{\\\"type\\\":\\\"looker_column\\\"<\/span>}<\/code><\/p>\r\n<p>&nbsp;<\/p>\r\n<p><span style=\"font-size: 14pt\"><strong><code>\"+\"<\/code>\u304c\u6a5f\u80fd\u3057\u306a\u3044\u5834\u5408\u304c\u3042\u308b<\/strong><\/span><\/p>\r\n<p style=\"padding-left: 40px\"><span style=\"font-size: 14pt\"><span style=\"font-size: 12pt\">\u30d5\u30a3\u30eb\u30bf\u30fc\u306e\u8a2d\u5b9a\u7b87\u6240<code>f[...]<\/code>\u3067<code>\"+\"<\/code>\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3068\u30a8\u30e9\u30fc\u304c\u51fa\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/span><br \/>\r\n<\/span>\u3000\u30fb<code>\"1+years\"<\/code> \u2192 <code>\"last 1 years\"<\/code><br \/>\r\n\u3000\u30fb<code>\"NOT+NULL\"<\/code>\u00a0\u2192 <code>\"NOT NULL\"<\/code><\/p>\r\n<p><!-- notionvc: 4c60c57d-ec2a-4f76-8c16-238a3c0d746f --><\/p>\n\n<h2>\u304a\u308f\u308a\u306b<\/h2>\n<p>\u672c\u30d6\u30ed\u30b0\u8a18\u4e8b\u3067\u306f\u3001Looker Explore 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[&hellip;]<\/p>\n","protected":false},"author":46,"featured_media":5885,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1246],"tags":[258,108,564,58],"class_list":["post-6005","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-infrastructure","tag-bi","tag-bigquery","tag-llm","tag-looker"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/6005","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/46"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=6005"}],"version-history":[{"count":1,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/6005\/revisions"}],"predecessor-version":[{"id":6027,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/6005\/revisions\/6027"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/5885"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=6005"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=6005"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=6005"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}