{"id":243,"date":"2024-02-06T11:35:47","date_gmt":"2024-02-06T02:35:47","guid":{"rendered":"https:\/\/www.db-tech-showcase.com\/blog\/?p=243"},"modified":"2024-02-06T11:36:03","modified_gmt":"2024-02-06T02:36:03","slug":"dbts2023_0206c8","status":"publish","type":"post","link":"http:\/\/www.db-tech-showcase.com\/blog\/dbts2023_0206c8\/","title":{"rendered":"\u3010dbts2023 \u30ec\u30dd\u30fc\u30c8\u3011BigQuery\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30ebPaLM\u3067\u9032\u5316\u3059\u308b\u30c7\u30fc\u30bf\u5206\u6790"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">BigQuery ML(BQML)<\/h2>\n\n\n\n<p>BigQuery\u306fBigQuery ML(BQML)\u3068\u3044\u3046\u7d44\u307f\u8fbc\u307f\u306e\u6a5f\u68b0\u5b66\u7fd2\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002BQML\u304c\u63d0\u4f9b\u3092\u958b\u59cb\u3057\u305f\u306e\u306f\u5b9f\u306b5\u5e74\u524d(\uff01)\u3002\u300cML\u306e\u6c11\u4e3b\u5316\u300d\u3092\u63b2\u3052\u3001\u8ab0\u3082\u304cML\u306e\u6069\u6075\u3092\u6c17\u8efd\u306b\u5f97\u3089\u308c\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u308b\u305d\u3046\u3067\u3059\u3002\u56de\u5e30\u3001\u5206\u985e\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3068\u3044\u3063\u305f\u30bf\u30b9\u30af\u3092\u89e3\u304f\u305f\u3081\u306e\u57fa\u672c\u7684\u306a\u30e2\u30c7\u30eb\u306f\u3082\u3061\u308d\u3093\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u3057\u3066\u30bb\u30c3\u30b7\u30e7\u30f3\u30bf\u30a4\u30c8\u30eb\u306e\u901a\u308a\u3001BigQuery\u304b\u3089Google\u304c\u958b\u767a\u3057\u305f\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30ebPaLM\u3092\u547c\u3073\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"761\" src=\"https:\/\/www.db-tech-showcase.com\/blog\/wp-content\/uploads\/2024\/02\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-02-05-12.18.33-1024x761.png\" alt=\"\" class=\"wp-image-244\" srcset=\"http:\/\/www.db-tech-showcase.com\/blog\/wp-content\/uploads\/2024\/02\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-02-05-12.18.33-1024x761.png 1024w, http:\/\/www.db-tech-showcase.com\/blog\/wp-content\/uploads\/2024\/02\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-02-05-12.18.33-300x223.png 300w, http:\/\/www.db-tech-showcase.com\/blog\/wp-content\/uploads\/2024\/02\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-02-05-12.18.33-768x571.png 768w, http:\/\/www.db-tech-showcase.com\/blog\/wp-content\/uploads\/2024\/02\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-02-05-12.18.33.png 1232w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Vertex API\u3092\u901a\u3058\u3066\u3001SQL\u3067LLM\u3092\u547c\u3073\u51fa\u305b\u308b\u3002<a href=\"https:\/\/cloud.google.com\/blog\/ja\/products\/data-analytics\/integrating-vertex-ai-foundation-models-in-bigquery\">https:\/\/cloud.google.com\/blog\/ja\/products\/data-analytics\/integrating-vertex-ai-foundation-models-in-bigquery<\/a>\u3088\u308a\u5f15\u7528<\/p>\n\n\n\n<p>Vertex AI\u306eAPI\u3092\u53e9\u304f\u3053\u3068\u3067\u3001PaLM\u306fSQL\u3092\u4f7f\u3063\u3066\u547c\u3073\u51fa\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u3060\u3051\u66f8\u304f\u306e\u306f\u9762\u5012\u305d\u3046\u3067\u3059\u304c\u3001\u3053\u3046\u3057\u305fSQL\u3082PaLM\u3067\u751f\u6210\u3067\u304d\u308b\u3068\u306e\u3053\u3068\u3002LLM\u3059\u3054\u3044\u306a\uff5e<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">BQML\u306e\u6d3b\u7528\u4e8b\u4f8b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u5206\u6790<\/h3>\n\n\n\n<p>BigQuery\u306f\u753b\u50cf\u3084\u52d5\u753b\u3068\u3044\u3063\u305f\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u4fdd\u6301\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3001BQML\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u5206\u6790\u304c\u3067\u304d\u307e\u3059\uff01<br>\u4eca\u56de\u306e\u4f8b\u3067\u306f\u3001BigQuery\u304b\u3089API\u3092\u901a\u3058\u3066\u3001Imagen\u3068\u547c\u3070\u308c\u308bImage-to-Text\u30c4\u30fc\u30eb\u3092\u547c\u3073\u51fa\u3057\u3001SQL\u3092\u4f7f\u3063\u3066\u753b\u50cf\u8cea\u554f\u5fdc\u7b54\u30bf\u30b9\u30af\u3092\u89e3\u3044\u3066\u3044\u307e\u3057\u305f\u3002\u3044\u304b\u306b\u3082\u6a5f\u68b0\u5b66\u7fd2\u3089\u3057\u3044\u30bf\u30b9\u30af\u306a\u306e\u306b\u3001SQL\u3092\u53e9\u304f\u3060\u3051\u3067\u6700\u5f8c\u307e\u3067\u3067\u304d\u308b\u306e\u306f\u3068\u3066\u3082\u9b45\u529b\u7684\uff01\u30bf\u30b9\u30af\u306e\u4e88\u6e2c\u7d50\u679c\u306f\u305d\u306e\u307e\u307eBigQuery\u306b\u843d\u3061\u308b\u306e\u3067\u3001\u5f8c\u306e\u3055\u3089\u306a\u308b\u96c6\u8a08\u30fb\u5206\u6790\u30b9\u30c6\u30c3\u30d7\u306b\u3082\u6d3b\u7528\u3057\u3084\u3059\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Retrieval-Augmented Generation(RAG)<\/h3>\n\n\n\n<p>RAG\u306fLLM\u304c\u5916\u90e8\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53c2\u7167\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u304c\u3001\u3053\u3061\u3089\u3082\u306a\u3093\u3068BQML\u3067\u5b8c\u7d50\u3067\u304d\u307e\u3059\uff01<br>BigQuery\u306f\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3084\u30d9\u30af\u30c8\u30eb\u306e\u985e\u4f3c\u691c\u7d22\u3001\u3055\u3089\u306b\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u3068\u3044\u3063\u305fRAG\u306b\u5fc5\u8981\u306a\u8981\u7d20\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u3042\u3068\u306fPaLM\u3092\u547c\u3073\u51fa\u3057\u3001\u9069\u5207\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u57cb\u3081\u8fbc\u3080\u3053\u3068\u3067RAG\u304c\u5b9f\u73fe\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u304c\u5168\u90e8BigQuery\u3067\u52d5\u304f\u306e\u306f\u8208\u5473\u6df1\u3044\u3067\u3059\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8074\u8b1b\u3057\u305f\u611f\u60f3<\/h2>\n\n\n\n<p>\u305d\u306e\u307b\u304b\u3001PaLM\u306bSQL\u30af\u30a8\u30ea\u306e\u30ea\u30d5\u30a1\u30af\u30bf\u30ea\u30f3\u30b0\u3092\u3055\u305b\u305f\u308a\u3001\u300c\u79d8\u4f1d\u306e\u305f\u308c\u7684\u306aSQL\u300d\u306e\u610f\u5473\u3092\u805e\u3044\u3066\u307f\u305f\u308a\u306a\u3069\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3068\u3063\u3066\u3082\u8033\u3088\u308a\u306a\u6d3b\u7528\u65b9\u6cd5\u306e\u3054\u7d39\u4ecb\u304c\u3042\u308a\u307e\u3057\u305f\u3002BigQuery, PaLM\u3068\u3082\u306b\u69d8\u3005\u306a\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u304c\u4e88\u5b9a\u3055\u308c\u3066\u3044\u308b\u3068\u306e\u3053\u3068\u3067\u3001\u4eca\u5f8c\u304c\u3068\u3066\u3082\u697d\u3057\u307f\u3067\u3059\u306d\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>BigQuery ML(BQML) BigQuery\u306fBigQuery ML(BQML)\u3068\u3044\u3046\u7d44\u307f\u8fbc\u307f\u306e\u6a5f\u68b0\u5b66\u7fd2\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002BQML\u304c\u63d0\u4f9b\u3092\u958b\u59cb\u3057\u305f\u306e\u306f\u5b9f\u306b5\u5e74\u524d(\uff01)\u3002\u300cML\u306e\u6c11\u4e3b\u5316\u300d\u3092\u63b2\u3052\u3001\u8ab0\u3082\u304cML\u306e\u6069\u6075 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7,10,15],"tags":[],"acf":[],"_links":{"self":[{"href":"http:\/\/www.db-tech-showcase.com\/blog\/wp-json\/wp\/v2\/posts\/243"}],"collection":[{"href":"http:\/\/www.db-tech-showcase.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.db-tech-showcase.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.db-tech-showcase.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.db-tech-showcase.com\/blog\/wp-json\/wp\/v2\/comments?post=243"}],"version-history":[{"count":2,"href":"http:\/\/www.db-tech-showcase.com\/blog\/wp-json\/wp\/v2\/posts\/243\/revisions"}],"predecessor-version":[{"id":246,"href":"http:\/\/www.db-tech-showcase.com\/blog\/wp-json\/wp\/v2\/posts\/243\/revisions\/246"}],"wp:attachment":[{"href":"http:\/\/www.db-tech-showcase.com\/blog\/wp-json\/wp\/v2\/media?parent=243"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.db-tech-showcase.com\/blog\/wp-json\/wp\/v2\/categories?post=243"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.db-tech-showcase.com\/blog\/wp-json\/wp\/v2\/tags?post=243"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}