{"id":10055,"date":"2024-02-09T21:40:36","date_gmt":"2024-02-09T12:40:36","guid":{"rendered":"https:\/\/blog.synnex.co.jp\/?p=10055"},"modified":"2024-02-15T17:04:38","modified_gmt":"2024-02-15T08:04:38","slug":"azure-openai-and-yugabytedb","status":"publish","type":"post","link":"https:\/\/jp.tdsynnex.com\/blog\/ai\/azure-openai-and-yugabytedb\/","title":{"rendered":"Azure OpenAI \u3068 YugabyteDB \u3067\u62e1\u5f35\u6027\u306e\u9ad8\u3044\u751f\u6210AI\u3092\u5b9f\u73fe"},"content":{"rendered":"\n<h4 class=\"wp-block-heading\">2\u3064\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u7d44\u307f\u5408\u308f\u305b\u751f\u6210AI\u306e\u53ef\u80fd\u6027\u3092\u5e83\u3052\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u306b<\/h4>\n\n\n\n<h2 class=\"wp-block-heading\">\u751f\u6210AI\u306e\u4fa1\u5024\u5275\u51fa<\/h2>\n\n\n\n<p>ChatGPT\u3067AI\u304c\u4e00\u822c\u7684\u306b\u666e\u53ca\u3057\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u3057\u3066\u6210\u719f\u3057\u3066\u304f\u308b\u3068\u3068\u3082\u306b\u3001\u4f01\u696d\u3084\u7d44\u7e54\u306f\u3001\u751f\u6210AI\u3092\u793e\u5185\u306e\u696d\u52d9\u306e\u52b9\u7387\u5316\u3084\u3001\u4ed5\u4e8b\u306e\u9032\u3081\u65b9\u306b\u304a\u3051\u308b\u5909\u9769\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u30d3\u30b8\u30cd\u30b9\u4e0a\u306e\u5229\u76ca\u3084\u5dee\u5225\u5316\u3001\u65b0\u3057\u3044\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u4fc3\u9032\u3068\u3044\u3063\u305f\u4fa1\u5024\u5275\u51fa\u306b\u5411\u3051\u3066\u3001\u3069\u306e\u3088\u3046\u306b\u751f\u6210AI\u3092\u6d3b\u7528\u3059\u308b\u304b\u3001\u305d\u306e\u30cb\u30fc\u30ba\u304c\u307e\u3059\u307e\u3059\u5f37\u307e\u3063\u3066\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6d88\u8cbb\u8005\u304c\u5fc5\u8981\u3068\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3084\u88fd\u54c1\u306e\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u305f\u691c\u7d22<\/li>\n\n\n\n<li>\u751f\u6210AI\u3092\u5229\u7528\u3057\u3066\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u751f\u6210\u3001\u5927\u898f\u6a21\u306a\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3<\/li>\n\n\n\n<li>\u653f\u5e9c\u3084\u81ea\u6cbb\u4f53\u306b\u3088\u308b\u4f4f\u6c11\u30b5\u30fc\u30d3\u30b9\u306e\u5411\u4e0a\u3001\u5730\u57df\u8ab2\u984c\u89e3\u6c7a\u306b\u5411\u3051\u3066\u306e\u751f\u6210AI\u306e\u6d3b\u7528<\/li>\n\n\n\n<li>\u65b0\u88fd\u54c1\u3084\u65b0\u30b5\u30fc\u30d3\u30b9\u306e\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306e\u52b9\u7387\u5316<\/li>\n\n\n\n<li>\u69cb\u9020\u5316\u30fb\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u542b\u3080\u4f01\u696d\u30c7\u30fc\u30bf\u5206\u6790\u306b\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u6539\u5584\u3084\u30b3\u30b9\u30c8\u524a\u6e1b\u3092\u5b9f\u73fe\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<p>\u3068\u3044\u3063\u305f\u3088\u3046\u306a\u6d3b\u7528\u30b7\u30fc\u30f3\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u307e\u305f\u3053\u306e\u3088\u3046\u306a\u4fa1\u5024\u5275\u51fa\u3092\u76ee\u7684\u3068\u3057\u305f\u751f\u6210AI\u3092\u5229\u7528\u3059\u308b\u4e2d\u3067\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u51e6\u7406\u3092\u3059\u308b\u3001\u307e\u305f\u898f\u6a21\u3060\u3051\u3067\u306a\u304f\u3001\u5730\u7406\u7684\u306b\u5206\u6563\u3057\u3066\u3044\u308b\u3001\u7d44\u7e54\u304c\u3088\u308a\u8fc5\u901f\u306b\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u308b\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3082\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306e\u8a18\u4e8b\u3067\u306f\u3001\u305d\u306e\u3088\u3046\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u5b9f\u73fe\u3057\u3046\u308b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u7d44\u307f\u5408\u308f\u305b\u3068\u3057\u3066\u3001Azure OpenAI\u3068YugabyteDB\u3067\u3001\u62e1\u5f35\u6027\u306e\u9ad8\u3044\u751f\u6210AI\u3092\u5b9f\u73fe\u3059\u308b\u6280\u8853\u7684\u9023\u643a\u624b\u6cd5\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>YugabyteDB\u306e\u7279\u9577\u306b\u3064\u3044\u3066\u306f\u3001\u904e\u53bb\u306e\u8a18\u4e8b\u3082\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<br><a href=\"https:\/\/jp.tdsynnex.com\/blog\/cloud\/what-is-distributed-database\/\">\u5206\u6563\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u306f\u4f55\u304b\uff1f\u305d\u306e\u7279\u5fb4\u3092\u89e3\u8aac<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Azure OpenAI\u3068YugabyteDB\u3092\u4f7f\u7528\u3057\u305f\u751f\u6210AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u69cb\u7bc9\u306e\u624b\u9806\u3092\u3054\u7d39\u4ecb<\/h2>\n\n\n\n<p>\u3053\u3053\u304b\u3089\u306f\u3001\u5b9f\u969b\u306bAzure OpenAI\u3068YugabyteDB\u3092\u4f7f\u7528\u3057\u305f\u751f\u6210AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u69cb\u7bc9\u3092\u901a\u3058\u3001\u985e\u4f3c\u6027\u691c\u7d22\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u3054\u8aac\u660e\u3057\u307e\u3059\u3002\u4e00\u6b69\u5148\u306e\u672a\u6765\u3092\u6b69\u3080\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u307f\u306a\u3055\u307e\u306b\u306f\u3001\u305c\u3072\u3053\u306e\u624b\u9806\u3092\u30cf\u30f3\u30ba\u30aa\u30f3\u3067\u5b9f\u65bd\u3044\u305f\u3060\u3051\u305f\u3089\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u524d\u63d0<\/h4>\n\n\n\n<p>\u672c\u8a18\u4e8b\u306f YugabyteDB \u306b\u63b2\u8f09\u3055\u308c\u3066\u3044\u308b\u30d6\u30ed\u30b0\u8a18\u4e8b\u3092\u53c2\u8003\u306b\u3057\u3066\u3044\u307e\u3059\u3002<br>\u8a18\u4e8b\u540d\uff1aBuild Scalable Generative AI Applications with Azure OpenAI and YugabyteDB<br><a href=\"https:\/\/www.yugabyte.com\/blog\/build-generative-ai-low-latency\/\">https:\/\/www.yugabyte.com\/blog\/build-generative-ai-low-latency\/<\/a><br>\uff08YugabyteDB\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u304b\u3089\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u8d77\u52d5\u65b9\u6cd5\u307e\u3067\u7db2\u7f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30aa\u30ea\u30b8\u30ca\u30eb\u8a18\u4e8b\u306f\u7279\u306b\u8a00\u53ca\u3057\u3066\u3044\u307e\u305b\u3093\u304c\u3001MacOS \u74b0\u5883\u3092\u5bfe\u8c61\u306b\u3057\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u53d7\u3051\u307e\u3057\u305f\u3002\u4e07\u4e00\u3001Windows\u74b0\u5883\u306b\u4e0d\u6163\u308c\u3067\u3057\u305f\u3089\u3070 MacOS \u3084 Linux \u74b0\u5883\u3092\u3054\u5229\u7528\u304f\u3060\u3055\u3044\uff09<\/p>\n\n\n\n<p>\u4eca\u56deYugabyeDB \u306f Ver.2.19\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u7248\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002\u6700\u65b0\u7248 Ver.2.20 \u3067\u3082\u52d5\u4f5c\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u6e08\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u81ea\u7fd2\/\u691c\u8a3c\u7528\u306b Docker Engine \u306f v24\u3092Windows 11 Pro (64\u30d3\u30c3\u30c8, 23H2) \u74b0\u5883\u3067\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u4ed6\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u6761\u4ef6\u306f\u524d\u8ff0 YugabyteDB \u30d6\u30ed\u30b0\u8a18\u4e8b\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<br>\u203b\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u6642\u306b node \u30b3\u30de\u30f3\u30c9\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3068Windows \u304b\u3089\u53cd\u5fdc\u304c\u3042\u3063\u305f\u5834\u5408\u306f\u304a\u624b\u6570\u3067\u3059\u304c<br><a href=\"https:\/\/nodejs.org\/en\/download\u3000\">https:\/\/nodejs.org\/en\/download<\/a> \u3053\u3061\u3089\u304b\u3089 \u6700\u65b0 node.js \u306eMSI \u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\u30fc\u3092\u5165\u624b\u3057\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u7d42\u3048\u3066\u304b\u3089\u518d\u5ea6\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3092\u304a\u9858\u3044\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4eca\u56de\u4f5c\u6210\u3059\u308b\u30b5\u30f3\u30d7\u30eb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066<\/h4>\n\n\n\n<p>\u4eca\u56de\u4f5c\u6210\u3059\u308bAzure OpenAI\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u30b5\u30f3\u30d7\u30eb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f Airbnb\u3092\u4f7f\u3063\u3066\u30b5\u30f3\u30d5\u30e9\u30f3\u30b7\u30b9\u30b3\u65c5\u884c\u8005\u5411\u3051\u306e\u5bbf\u6cca\u65bd\u8a2d\u3092\u63a8\u5968\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3001pgvector \u62e1\u5f35\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u3066\u5206\u6563YugabyteDB\u30af\u30e9\u30b9\u30bf\u5168\u4f53\u3067\u985e\u4f3c\u6027\u691c\u7d22\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u30cf\u30f3\u30ba\u30aa\u30f3\u3067\u81ea\u7fd2\u3059\u308b\u5185\u5bb9\u3067\u3059\u3002\u5358\u306bgit\u304b\u3089\u306e\u30bd\u30fc\u30b9\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u3060\u3051\u3067\u306f\u306a\u304f\u3001Azure OpenAI \u306e\u6319\u52d5\u3082\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u5fdc\u7528\u30b9\u30ad\u30eb\u3092\u9ad8\u3081\u3089\u308c\u308b\u69cb\u6210\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6b21\u306e\u30b5\u30fc\u30d3\u30b9 \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u56f3\u3067\u793a\u3059\u901a\u308a\u3001\u7570\u306a\u308b2\u3064\u306e\u30e2\u30fc\u30c9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<br>\u30c1\u30e3\u30c3\u30c8\u30e2\u30fc\u30c9\u306f\u5f97\u3089\u308c\u308b\u56de\u7b54\u63d0\u793a\u304c\u9045\u304f\u3001\u57cb\u8fbc\u30e2\u30fc\u30c9\u306f\u9ad8\u901f\u63d0\u793a\u3059\u308b\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Azure OpenAI\u30c1\u30e3\u30c3\u30c8\u30e2\u30fc\u30c9\uff1a\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30d7\u30ed\u30bb\u30b9\u304c\u3001Azure OpenAI GPT\u30e2\u30c7\u30eb\u306e\u4e00\u3064\u3092\u5229\u7528\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u63a8\u5968\u306e\u5bbf\u6cca\u65bd\u8a2d\u3092\u56de\u7b54\u3059\u308b<\/li>\n\n\n\n<li>YugabyteDB \u57cb\u3081\u8fbc\u307f\u30e2\u30fc\u30c9: \u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306f Azure OpenAI \u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u57cb\u3081\u8fbc\u307f \u306b\u5909\u63db\u3057\u3001YugabeyteDB\u306e\u985e\u4f3c\u691c\u7d22\u304b\u3089\u30e6\u30fc\u30b6\u30fc\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u4e00\u81f4\u3059\u308b\u5bbf\u6cca\u65bd\u8a2d\u3092\u56de\u7b54\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img data-dominant-color=\"ebedf3\" data-has-transparency=\"false\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"574\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-1-1024x574.png\" alt=\"\" class=\"wp-image-10056 not-transparent\" style=\"--dominant-color: #ebedf3; width:840px;height:auto\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-1-1024x574.png 1024w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-1-300x168.png 300w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-1-768x430.png 768w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-1.png 1453w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u672c\u8a18\u4e8b\u306e\u30b5\u30fc\u30d3\u30b9 \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u56f3<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>Azure OpenAI \u56fa\u6709\u306e\u8a2d\u5b9a\u306f Azure OpenAI Studio \u7ba1\u7406\u300c\u30c7\u30d7\u30ed\u30a4\u300d\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<br>\u6307\u5b9a\u3059\u308b\u30c7\u30d7\u30ed\u30a4\u540dGPT\u30e2\u30c7\u30eb\u306f got-model, \u57cb\u8fbc\u30e2\u30c7\u30eb\u306f embeddings-model \u3068\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-dominant-color=\"f4f5f5\" data-has-transparency=\"false\" style=\"--dominant-color: #f4f5f5;\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"256\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-2-1024x256.png\" alt=\"\" class=\"wp-image-10057 not-transparent\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-2-1024x256.png 1024w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-2-300x75.png 300w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-2-768x192.png 768w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-2-1536x384.png 1536w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-2.png 1550w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u53c2\u8003\uff1aAzure AI Studio \u30c7\u30d7\u30ed\u30a4\u53c2\u7167\u4f8b<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>Azure OpenAI \u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u304a\u3088\u3073\u30ad\u30fc\u306e\u7ba1\u7406\u60c5\u5831\u306f Azure \u30dd\u30fc\u30bf\u30eb\u306e\u30ea\u30bd\u30fc\u30b9\u30b0\u30eb\u30fc\u30d7\u304b\u3089\u53c2\u7167\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-dominant-color=\"f9f7f8\" data-has-transparency=\"false\" style=\"--dominant-color: #f9f7f8;\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"217\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-3-1024x217.png\" alt=\"\" class=\"wp-image-10058 not-transparent\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-3-1024x217.png 1024w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-3-300x64.png 300w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-3-768x163.png 768w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-3.png 1251w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u304a\u3088\u3073\u30ad\u30fc\u306e\u7ba1\u7406\u60c5\u5831\u306f\u30ea\u30bd\u30fc\u30b9\u30b0\u30eb\u30fc\u30d7\u5185\u304b\u3089\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u30e2\u30fc\u30c9 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8d77\u52d5\u307e\u3067\u9806\u3092\u8ffd\u3063\u3066\u89e3\u8aac<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Git \u304b\u3089 <a href=\"https:\/\/github.com\/YugabyteDB-Samples\/yugabytedb-azure-openai-lodging-service\">https:\/\/github.com\/YugabyteDB-Samples\/yugabytedb-azure-openai-lodging-service<\/a> \u3092\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3078\u30af\u30ed\u30fc\u30f3\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30af\u30ed\u30fc\u30f3\u3057\u305f\u30d1\u30b9\u3092 {project_dir} \u306b\u8aad\u307f\u66ff\u3048\u3066\u3001\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u305d\u308c\u305e\u308c\u306e\u30d1\u30b9\u3092 npm init \u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>{project_dir}\/application.properties.ini \u30d5\u30a1\u30a4\u30eb\u5185\u306e AZURE_OPENAI_KEY\u3068AZURE_OPENAI_ENDPOINT\u3092\u524d\u8ff0\u3057\u305f Azure OpenAI Studio \u3068 Azure \u30ea\u30bd\u30fc\u30b9\u30b0\u30eb\u30fc\u30d7\u3092\u53c2\u7167\u3057\u53cd\u6620\u3057\u3001Azure OpenAI\u3067\u6307\u5b9a\u3057\u305f\u30c7\u30d7\u30ed\u30a4\u540d\u3082\u3053\u306e ini \u30d5\u30a1\u30a4\u30eb\u3078\u53cd\u6620\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6b21\u306b 3\u30ce\u30fc\u30c9YugabyteDB\u30af\u30e9\u30b9\u30bf\u3092Docker\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u8d77\u52d5\u3057\u307e\u3059\u3002<br>Yugabyte \u30d6\u30ed\u30b0\u306f Winodws \u5411\u3051\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u306e\u3067\u8907\u6570\u884c\u306b\u5206\u3051\u3066\u66f8\u304f\u30d0\u30c3\u30af\u30b9\u30e9\u30c3\u30b7\u30e5(\uff3c)\u306fWindows \u3067\u306f\u30a8\u30e9\u30fc\u3068\u306a\u308b\u306e\u3067\u3001\u30ad\u30e3\u30ec\u30c3\u30c8\uff08^\uff09\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>3\u30ce\u30fc\u30c9YugabyteDB\u30af\u30e9\u30b9\u30bf\u3092\u8d77\u52d5\u3059\u308b\u3068\u3001Docker\u3000GUI\u306e\u30b3\u30f3\u30c6\u30ca\u304b\u3089\u3082\u8d77\u52d5\u3057\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-dominant-color=\"f3f5f7\" data-has-transparency=\"false\" style=\"--dominant-color: #f3f5f7;\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"409\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-4-1024x409.png\" alt=\"\" class=\"wp-image-10059 not-transparent\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-4-1024x409.png 1024w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-4-300x120.png 300w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-4-768x307.png 768w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-4.png 1373w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>(Docker Desktop GUI | Containers \u8868\u793a\u4f8b)<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"6\">\n<li>YugabyteDB UI \u3092\u958b\u304d\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u7a3c\u50cd\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<br>http:\/\/127.0.0.1:15433 \uff08\u74b0\u5883\u306b\u3088\u3063\u3066\u306fWindows \u30d5\u30a1\u30a4\u30a2\u30a6\u30aa\u30fc\u30eb\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c UI\u63a5\u7d9a\u3092\u30d6\u30ed\u30c3\u30af\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u5834\u5408\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u7ba1\u7406\u8005\u3078\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044\uff09<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-dominant-color=\"fafafb\" data-has-transparency=\"false\" style=\"--dominant-color: #fafafb;\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"478\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-5-1024x478.png\" alt=\"\" class=\"wp-image-10060 not-transparent\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-5-1024x478.png 1024w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-5-300x140.png 300w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-5-768x358.png 768w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-5.png 1490w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Yugabyte 2.19\u30af\u30e9\u30b9\u30bf Overview \u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u753b\u9762<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-dominant-color=\"f6f8fa\" data-has-transparency=\"false\" style=\"--dominant-color: #f6f8fa;\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"429\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-6-1024x429.png\" alt=\"\" class=\"wp-image-10061 not-transparent\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-6-1024x429.png 1024w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-6-300x126.png 300w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-6-768x322.png 768w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-6-1536x643.png 1536w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-6.png 1602w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Yugabyte 2.19\u30af\u30e9\u30b9\u30bf Nodes\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u753b\u9762\uff08\u4ed6\u306b\u3082\u53c2\u7167\u3067\u304d\u307e\u3059\uff09<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img data-dominant-color=\"fbfcfc\" data-has-transparency=\"false\" loading=\"lazy\" decoding=\"async\" width=\"779\" height=\"425\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-7.png\" alt=\"\" class=\"wp-image-10062 not-transparent\" style=\"--dominant-color: #fbfcfc; width:850px;height:auto\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-7.png 779w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-7-300x164.png 300w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-7-768x419.png 768w\" sizes=\"auto, (max-width: 779px) 100vw, 779px\" \/><figcaption class=\"wp-element-caption\">Key Metrics \/ \u5e73\u5747\u30ec\u30a4\u30c6\u30f3\u30b7\u72b6\u614b\uff08\u4ed6\u306b\u3082\u53c2\u7167\u3067\u304d\u307e\u3059\uff09<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img data-dominant-color=\"f9fbfc\" data-has-transparency=\"false\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"465\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-8-1024x465.png\" alt=\"\" class=\"wp-image-10063 not-transparent\" style=\"--dominant-color: #f9fbfc; width:840px;height:auto\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-8-1024x465.png 1024w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-8-300x136.png 300w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-8-768x348.png 768w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-8-1536x697.png 1536w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-8.png 1596w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Yugabyte 2.19\u30af\u30e9\u30b9\u30bf YSQL \u30af\u30e9\u30b9\u30bf\u30c6\u30fc\u30d6\u30eb \u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u753b\u9762<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"7\">\n<li>Airbnb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8aad\u307f\u8fbc\u307f<\/li>\n<\/ol>\n\n\n\n<p>\u305d\u306e\u524d\u306b\u3001airbnb_listing\u30c6\u30fc\u30d6\u30eb\u3092YugabyteDB\u4e0a\u306b\u4f5c\u6210\u3057\u3001<br><code>{project_dir}\\sql\\sf_airbnb_listings.csv<\/code> \uff0834.1MB \u69cb\u6210\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\uff09\u3092\u683c\u7d0d\u3057\u307e\u3059\u3002<br>\u3053\u306e\u6642\u3001\u57cb\u8fbc\u30e2\u30fc\u30c9\u7528\u306b <code>pgvector <\/code>\u62e1\u5f35\u3092\u6709\u52b9\u306b\u3059\u308b\u30c6\u30fc\u30d6\u30eb\u5217\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-dominant-color=\"393939\" data-has-transparency=\"false\" style=\"--dominant-color: #393939;\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"742\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-9-1024x742.png\" alt=\"\" class=\"wp-image-10064 not-transparent\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-9-1024x742.png 1024w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-9-300x217.png 300w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-9-768x556.png 768w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-9.png 1535w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\uff08\u30c6\u30fc\u30d6\u30eb\u304c\u4f5c\u6210\u3055\u308c\u305f\u5185\u5bb9\u3092 pgAdmin4 \u3067\u53c2\u7167\u3057\u305f\u4f8b\uff1a\u672c\u8a18\u4e8b\u4ee5\u5916\u306e\u30c4\u30fc\u30eb\u5229\u7528\uff09<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"8\">\n<li>Airbnb\u30ea\u30b9\u30c6\u30a3\u30f3\u30b0\u306e\u57cb\u8fbc\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>Airbnb\u306e\u30ea\u30b9\u30c6\u30a3\u30f3\u30b0\u306b\u306f\u3001\u90e8\u5c4b\u6570\u3001\u30a2\u30e1\u30cb\u30c6\u30a3\u306e\u7a2e\u985e\u3001\u5834\u6240\u3001\u305d\u306e\u4ed6\u306e\u6a5f\u80fd\u306a\u3069\u3001\u8a73\u7d30\u306a\u5bbf\u6cca\u65bd\u8a2d\u306e\u8aac\u660e\u304c\u63b2\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u60c5\u5831\u306f\u8aac\u660e\u5217\u306b\u4fdd\u5b58\u3055\u308c\u3001\u30e6\u30fc\u30b6\u30fc\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5bfe\u3059\u308b\u985e\u4f3c\u6027\u691c\u7d22\u306b\u6700\u9069\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u985e\u4f3c\u691c\u7d22\u3092\u6709\u52b9\u306b\u3059\u308b\u306b\u306f\u3001\u307e\u305a\u5404\u8aac\u660e\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3055\u308c\u305f\u8868\u73fe\u306b\u5909\u63db\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u306e\u30b5\u30f3\u30d7\u30eb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u3001\u3059\u3079\u3066\u306e Arbnb \u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u8aac\u660e\u306e\u57cb\u3081\u8fbc\u307f\u3092\u4f5c\u6210\u3059\u308b\u57cb\u8fbc\u30b8\u30a7\u30cd\u30ec\u30fc\u30bf\u30fc ({project_dir}backend\\embeddings_generator.js) \u304c\u4ed8\u5c5e\u3057\u3066\u3044\u307e\u3059\u3002<br>\u30b8\u30a7\u30cd\u30ec\u30fc\u30bf\u30fc\u306f\u3001\u767b\u9332\u60c5\u5831\u306e\u8aac\u660e\u3092\u8aad\u307f\u53d6\u308a\u3001Azure OpenAI \u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u8aac\u660e\u30d9\u30af\u30bf\u3092\u751f\u6210\u3057\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e description_embedding \u5217\u306b\u683c\u7d0d\u3055\u308c\u307e\u3059\u3002<br>\u203b3\u30ce\u30fc\u30c9\u69cb\u6210YugabyteDB\u30af\u30e9\u30b9\u30bf\u3092\u52d5\u4f5c\u3055\u305b\u308bDocker\u74b0\u5883\u306b\u3088\u308a\u307e\u3059\u304c\u3001\u57cb\u8fbc\u751f\u6210\u306b\u8981\u3059\u308b\u6642\u9593\u306f\u53c2\u8003\u4f8b\u3068\u3057\u3066CPU AMD Ryzen7 6800H, RAM 32GB, NVMe Gen.4, Windows 11 Pro (x64) \u3067\u6982\u306d 12\u5206\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"9\">\n<li>\u30c1\u30e3\u30c3\u30c8\u30e2\u30fc\u30c9 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8d77\u52d5<\/li>\n<\/ol>\n\n\n\n<p>\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3001\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u305d\u308c\u305e\u308c\u3092 <code>npm init<\/code> \u3067\u8d77\u52d5\u3057\u307e\u3059\u3002<br><code>npm init<\/code> \u5b9f\u884c\u6642\u3001\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30d1\u30c3\u30b1\u30fc\u30b8\u306b\u95a2\u3059\u308b\u6587\u5b57\u5217\u5165\u529b\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u304c\u3001\u3059\u3079\u3066[Enter] \u62bc\u4e0b\u3067\u69cb\u3044\u307e\u305b\u3093\u3002\u9069\u5207\u306b init \u304c\u7d42\u308f\u308b\u3068\u3001package.json \u304c\u30ab\u30ec\u30f3\u30c8\u30d1\u30b9\u306b\u751f\u6210\u3055\u308c\u307e\u3059\u3002<br>\u3055\u3063\u305d\u304f\u3001Web\u30d6\u30e9\u30a6\u30b6\u3092\u8d77\u52d5\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002 http:\/\/localhost:3000\/<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-dominant-color=\"46444d\" data-has-transparency=\"false\" style=\"--dominant-color: #46444d;\" loading=\"lazy\" decoding=\"async\" width=\"911\" height=\"581\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-10.png\" alt=\"\" class=\"wp-image-10065 not-transparent\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-10.png 911w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-10-300x191.png 300w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-10-768x490.png 768w\" sizes=\"auto, (max-width: 911px) 100vw, 911px\" \/><\/figure>\n\n\n\n<p>\uff08\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u56f3\u3067\u793a\u3057\u305f\u901a\u308a\u3001\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u306f React\u3067\u8a18\u8ff0\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u3067\u3059\uff09<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"10\">\n<li>Azure OpenAI \u30c1\u30e3\u30c3\u30c8\u30e2\u30fc\u30c9\u3067\u306e\u985e\u4f3c\u6027\u691c\u7d22<\/li>\n<\/ol>\n\n\n\n<p>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e Azure OpenAI \u30c1\u30e3\u30c3\u30c8 \u30e2\u30fc\u30c9\u306f\u3001Azure \u30c1\u30e3\u30c3\u30c8\u5165\u529b\u5019\u88dc API \u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30e2\u30fc\u30c9\u3067\u306f\u3001\u30a2\u30d7\u30ea\u306e\u52d5\u4f5c\u306f ChatGPT \u306e\u52d5\u4f5c\u3068\u4f3c\u3066\u3044\u307e\u3059\u3002\u307b\u307c\u540c\u3058\u65b9\u6cd5\u3067\u64cd\u4f5c\u3067\u304d\u307e\u3059\u3002<br>\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3059\u308b\u3068\u3001\u8981\u6c42\u3055\u308c\u305f\u60c5\u5831\u3092\u8fd4\u3059\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u305d\u306e\u307e\u307e\u9001\u4fe1\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u6b21\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092 GPT \u30e2\u30c7\u30eb\u306b\u9001\u4fe1\u3057\u3066\u3001\u3044\u304f\u3064\u304b\u306e\u63a8\u5968\u4e8b\u9805\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7d20\u6674\u3089\u3057\u3044\u6e2f\u6e7e\u306e\u666f\u8272\u3092\u671b\u3080\u30b4\u30fc\u30eb\u30c7\u30f3\u30b2\u30fc\u30c8\u30d6\u30ea\u30c3\u30b8\u8fd1\u304f\u306e\u30a2\u30d1\u30fc\u30c8\u3092\u63a2\u3057\u3066\u3044\u307e\u3059\u3002\uff08\u548c\u8a33\uff09<br>I\u2019m looking for an apartment near the Golden Gate Bridge with a nice view of the Bay.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-dominant-color=\"49464f\" data-has-transparency=\"false\" style=\"--dominant-color: #49464f;\" loading=\"lazy\" decoding=\"async\" width=\"886\" height=\"537\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-11.png\" alt=\"\" class=\"wp-image-10066 not-transparent\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-11.png 886w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-11-300x182.png 300w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-11-768x465.png 768w\" sizes=\"auto, (max-width: 886px) 100vw, 886px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><\/p>\n\n\n\n<p class=\"has-text-align-left\">\u201cAzure OpenAI Chat\u201d \u304c\u30ea\u30b9\u30c8\u9078\u629e\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3001<br>\u5de6\u5074\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u82f1\u6587\u3067\u6253\u9375\u3057 [Search]\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u53f3\u5074\u306b\u7d50\u679c\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<br>\uff08\u304a\u3088\u305d5\uff5e20\u79d2\u8981\u3057\u307e\u3059\uff09<\/p>\n\n\n\n<p class=\"has-text-align-left\">\u4f55\u6545\u3001\u5317\u7c73\u897f\u6d77\u5cb8\u30d9\u30a4\u30a8\u30ea\u30a2\u9650\u5b9a\u306a\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<br>\u4f55\u6545\u3001\u63d0\u793a\u306f\uff13\u6848\u306a\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<br>\u4f55\u6545\u3001\u5fdc\u7b54\u6642\u9593\u3092\u8981\u3059\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n\n\n\n<p class=\"has-text-align-left\">\u305d\u306e\u7591\u554f\u3084\u52d5\u4f5c\u30e1\u30ab\u30cb\u30ba\u30e0\u306b\u3064\u3044\u3066\u306f\u3053\u306e\u5f8c\u306b\u3054\u8aac\u660e\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Azure OpenAI\u30c1\u30e3\u30c3\u30c8\u30e2\u30fc\u30c9 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u52d5\u4f5c\u30e1\u30ab\u30cb\u30ba\u30e0\u306b\u3064\u3044\u3066{project_dir}backend\\openai_chat_services.js \u304b\u3089\u629c\u7c8b\u3057\u3066\u89e3\u8aac<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u7528\u306e\u30b7\u30b9\u30c6\u30e0\u30e1\u30c3\u30bb\u30fc\u30b8\u3068\u30e6\u30fc\u30b6\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u6e96\u5099\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-4494d072f8e669d0fd0e2b5a9acd0640\">\u30b7\u30b9\u30c6\u30e0\u30e1\u30c3\u30bb\u30fc\u30b8\u306f\u3001GPT\u30e2\u30c7\u30eb\u306b\u671f\u5f85\u3055\u308c\u308b\u3053\u3068\u3092\u660e\u78ba\u306b\u3057\u307e\u3059\u3002<br>\u30ed\u30fc\u30eb\uff1a<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">system<\/mark><br>\u30b3\u30f3\u30c6\u30f3\u30c8\uff1a\u3042\u306a\u305f\u306f<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">\u30b5\u30f3\u30d5\u30e9\u30f3\u30b7\u30b9\u30b3<\/mark>\u3067\u306e\u5bbf\u6cca\u65bd\u8a2d\u3092\u63a2\u3059\u306e\u306b\u5f79\u7acb\u3064\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002<br><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">3\u3064\u306e\u9078\u629e\u80a2\u3092\u63d0\u6848<\/mark>\u3057\u307e\u3059\u3002 \u4ee5\u4e0b\u306e\u5f62\u5f0f\u3067 JSON \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8fd4\u9001\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br>&#8220;[{\\&#8221;name\\&#8221;: \\&#8221;&lt;\u30db\u30c6\u30eb\u540d&gt;\\&#8221;, \\&#8221;description\\&#8221;: \\&#8221;&lt;\u30db\u30c6\u30eb\u306e\u8aac\u660e&gt;\\&#8221;, \\&#8221;price\\&#8221;: &lt;\u30db\u30c6\u30eb\u306e\u6599\u91d1&gt;}]&#8221; +\u5fdc\u7b54\u306b\u4ed6\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u8ffd\u52a0\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u203b\u3053\u3053\u3067<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">\uff13\u6848\u3092\u63d0\u793a\u3059\u308b<\/mark>\u3053\u3068\u3068\u3001<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">\u5317\u7c73\u897f\u6d77\u5cb8\u30b5\u30f3\u30d5\u30e9\u30f3\u30b7\u30b9\u30b3<\/mark>\u3092\u6307\u5b9a\u3057\u3066\u304a\u308a\u300cAzure OpenAI \u30c1\u30e3\u30c3\u30c8\u30e2\u30fc\u30c9\u3067\u306e\u985e\u4f3c\u6027\u691c\u7d22\u300d\u56de\u7b54\u304c\u30d4\u30f3\u30dd\u30a4\u30f3\u30c8\u306e\u30a8\u30ea\u30a2\u3060\u3063\u305f\u306e\u304b\u306e\u8aac\u660e\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-dominant-color=\"fef9f9\" data-has-transparency=\"false\" style=\"--dominant-color: #fef9f9;\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"209\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-12-1024x209.png\" alt=\"\" class=\"wp-image-10068 not-transparent\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-12-1024x209.png 1024w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-12-300x61.png 300w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-12-768x157.png 768w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-12.png 1310w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u5165\u529b\u3055\u308c\u305f\u30e1\u30c3\u30bb\u30fc\u30b8\uff08\u96fb\u6587\uff09\u306f Azure OpenAI \u30b5\u30fc\u30d3\u30b9\u306b\u9001\u4fe1\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-dominant-color=\"ececec\" data-has-transparency=\"false\" style=\"--dominant-color: #ececec;\" loading=\"lazy\" decoding=\"async\" width=\"836\" height=\"43\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-13.png\" alt=\"\" class=\"wp-image-10069 not-transparent\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-13.png 836w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-13-300x15.png 300w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-13-768x40.png 768w\" sizes=\"auto, (max-width: 836px) 100vw, 836px\" \/><\/figure>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u5fdc\u7b54\u304b\u3089\u63a8\u5968\u4e8b\u9805\u3092\u542b\u3080JSON\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001\u305d\u308c\u3089\u306e\u7d50\u679c\u3092React\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u306b\u8fd4\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-dominant-color=\"f3f3f3\" data-has-transparency=\"false\" style=\"--dominant-color: #f3f3f3;\" loading=\"lazy\" decoding=\"async\" width=\"622\" height=\"222\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-14.png\" alt=\"\" class=\"wp-image-10070 not-transparent\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-14.png 622w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-14-300x107.png 300w\" sizes=\"auto, (max-width: 622px) 100vw, 622px\" \/><\/figure>\n\n\n\n<p>\u9078\u629e\u3057\u305fGPT\u30e2\u30c7\u30eb\u30bf\u30a4\u30d7\u3001Azure\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u3088\u3063\u3066\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u5165\u529b\u5019\u88dcAPI\u304c\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u751f\u6210\u3059\u308b\u307e\u3067\u306b5\u79d2\u304b\u308920\u79d2\u304b\u304b\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u53d6\u5f97\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u304c1\u79d2\u672a\u6e80\u306b\u306a\u308b\u3088\u3046\u306b\u3001\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306b\u3059\u308b\u306b\u306f\u3001\u30a2\u30d7\u30ea\u306eYugabyteDB\u57cb\u8fbc\u307f\u30e2\u30fc\u30c9\u306b\u5207\u308a\u66ff\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">YugabyteDB\u57cb\u8fbc\u30e2\u30fc\u30c9\u306b\u3088\u308b\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0<\/h4>\n\n\n\n<p>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3 UI \u304b\u3089 YugabyteDB Embeddings \u30e2\u30fc\u30c9\u3092\u9078\u629e\u3057\u3001\u540c\u3058\u30d7\u30ed\u30f3\u30d7\u30c8\u9001\u4fe1\u3059\u308b\u3068\u3001<br>\u7570\u306a\u308b\u5019\u88dc\u306e\u30ea\u30b9\u30c8\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u304c\u3001\u5f85\u6a5f\u6642\u9593\u306f 1 \u79d2\u672a\u6e80\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-dominant-color=\"46454d\" data-has-transparency=\"false\" style=\"--dominant-color: #46454d;\" loading=\"lazy\" decoding=\"async\" width=\"954\" height=\"820\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-15.png\" alt=\"\" class=\"wp-image-10071 not-transparent\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-15.png 954w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-15-300x258.png 300w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-15-768x660.png 768w\" sizes=\"auto, (max-width: 954px) 100vw, 954px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-left\">\u201cYugabyteDB Embeddings\u201d \u304c\u30ea\u30b9\u30c8\u9078\u629e\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3001\u5de6\u5074\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u82f1\u6587\u3067\u6253\u9375\u3057 [Search]\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u53f3\u5074\u306b\u7d50\u679c\u304c\u8868\u793a\u3055\u308c\u307e\u3059\uff081\u79d2\u4ee5\u5185\u306b\u7d50\u679c\u304c\u51fa\u307e\u3059\uff09\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30e2\u30fc\u30c9\u306f\u3001\u5206\u6563YugabyteDB\u30af\u30e9\u30b9\u30bf\u306b\u4fdd\u5b58\u3055\u308c\u305f\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4ecb\u3057\u3066\u985e\u4f3c\u691c\u7d22\u304c\u884c\u308f\u308c\u308b\u305f\u3081\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">YugabyteDB\u57cb\u8fbc\u30e2\u30fc\u30c9 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u52d5\u4f5c\u30e1\u30ab\u30cb\u30ba\u30e0\u306b\u3064\u3044\u3066\u3000{project_dir}backend\\yugabytedb_embeddings_service.js \u304b\u3089\u629c\u7c8b\u3057\u3066\u8aac\u660e<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001Azure OpenAI \u57cb\u8fbc\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc \u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30d9\u30af\u30c8\u30eb\u5316\u3055\u308c\u305f\u8868\u73fe\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-dominant-color=\"edeeed\" data-has-transparency=\"false\" style=\"--dominant-color: #edeeed;\" loading=\"lazy\" decoding=\"async\" width=\"1009\" height=\"54\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-16.png\" alt=\"\" class=\"wp-image-10072 not-transparent\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-16.png 1009w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-16-300x16.png 300w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-16-768x41.png 768w\" sizes=\"auto, (max-width: 1009px) 100vw, 1009px\" \/><\/figure>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u30a2\u30d7\u30ea\u306f\u3001\u751f\u6210\u3055\u308c\u305f\u30d9\u30af\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3001YugabyteDB\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044Airbnb\u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-dominant-color=\"f9f0f0\" data-has-transparency=\"false\" style=\"--dominant-color: #f9f0f0;\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"133\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-17-1024x133.png\" alt=\"\" class=\"wp-image-10073 not-transparent\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-17-1024x133.png 1024w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-17-300x39.png 300w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-17-768x100.png 768w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-17.png 1164w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u985e\u4f3c\u5ea6\u306f\u3001description_embedding\u5217\u306b\u683c\u7d0d\u3055\u308c\u305f\u57cb\u3081\u8fbc\u307f\u3068\u30e6\u30fc\u30b6\u30fc \u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30d9\u30af\u30c8\u30eb\u9593\u306e<br>\u30b3\u30b5\u30a4\u30f3\u8ddd\u96e2(*)\u3068\u3057\u3066\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>(*)\u30b3\u30b5\u30a4\u30f3\u8ddd\u96e2<br>\u8ddd\u96e2\u3068\u306f\uff12\u3064\u4ee5\u4e0a\u306e\u30c7\u30fc\u30bf\u304c\u985e\u4f3c\u3057\u3066\u3044\u308b\u5ea6\u5408\u3044\u3092\u3001\u985e\u4f3c\u5ea6\u306e\u5927\u304d\u3055\u3084\u8ddd\u96e2\u306e\u8fd1\u3055\u3068\u3057\u3066\u6570\u5024\u5316\u3057\u8868\u308f\u3059\u3053\u3068\u3067\u3059\u3002AI\u306b\u5229\u7528\u3055\u308c\u308b\u6a5f\u68b0\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u591a\u304f\u306f\u30c7\u30fc\u30bf\u306e\u985e\u4f3c\u6027\u3068\u8ddd\u96e2\u3092\u6e2c\u5b9a\u6e08\u307f\u3067\u3059\u3002\u3053\u3053\u3067\u30b3\u30b5\u30a4\u30f3\u8ddd\u96e2\u3068\u306f\u3001\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u3068\u547c\u3070\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u985e\u4f3c\u5ea6\u304c1\u307e\u305f\u306f-1\u306b\u8fd1\u3044\u304b\u306b\u3088\u3063\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u5165\u529b\u3055\u308c\u305f\u6587\u3068\u56de\u7b54\u6587\u304c\u30dd\u30b8\u30c6\u30a3\u30d6\u3068\u306a\u308b\u3088\u3046\u8a08\u7b97\u3057\u3066\u63d0\u793a\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u63d0\u6848\u3055\u308c\u305fAirbnb\u30d7\u30ed\u30d1\u30c6\u30a3\u306f\u3001JSON\u5f62\u5f0f\u3067React\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u306b\u8fd4\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img data-dominant-color=\"faf8f8\" data-has-transparency=\"false\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"322\" src=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-18-1024x322.png\" alt=\"\" class=\"wp-image-10074 not-transparent\" style=\"--dominant-color: #faf8f8; width:840px;height:auto\" srcset=\"https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-18-1024x322.png 1024w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-18-300x94.png 300w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-18-768x241.png 768w, https:\/\/jp.tdsynnex.com\/blog\/wp-content\/uploads\/2024\/01\/image-18.png 1111w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u3053\u3053\u307e\u3067\u304c\u3001\u4eca\u56de\u306e\u30cf\u30f3\u30ba\u30aa\u30f3\u3067\u81ea\u7fd2\u3059\u308b\u5185\u5bb9\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">YugabyteDB Release 2.19 \u3067\u62e1\u5f35\u3055\u308c\u305f\u65b0\u6a5f\u80fd\u306e\u3046\u3061\u4ee3\u8868\u7684\u306a5\u6a5f\u80fd\u3092\u3054\u7d39\u4ecb<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>PostgreSQL\u62e1\u5f35\u6a5f\u80fd\uff08pgvector\uff09\u3092\u5c0e\u5165\uff1a<br>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d9\u30af\u30c8\u30eb\u985e\u4f3c\u6027\u691c\u7d22\u3068\u57cb\u3081\u8fbc\u307f\u306e\u4fdd\u5b58\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3057\u305f\u3002\u2190\u672c\u8a18\u4e8b\u3067\u6271\u3046\u6a5f\u80fd\u3002<\/li>\n\n\n\n<li>PostgreSQL\u306e\u3088\u3046\u306a\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30af\u30b9\u306b\u5bfe\u5fdc\uff1a<br>YugabyteDB\u306fPostgreSQL\u3068\u306e\u30e9\u30f3\u30bf\u30a4\u30e0\u4e92\u63db\u6027\u3092\u5e38\u306b\u63d0\u4f9b\u3057\u3066\u304d\u307e\u3057\u305f\u304c\u3001\u73fe\u5728\u3067\u306fKey\u5206\u96e2\u6a5f\u80fd\u306e\u30b5\u30dd\u30fc\u30c8\u3092\u88dc\u5b8c\u3059\u308b\u305f\u3081\u306b\u3001\u30da\u30b7\u30df\u30b9\u30c6\u30a3\u30c3\u30af\u30ed\u30c3\u30af(*)\u306b\u3088\u308b\u30ea\u30fc\u30c9\u30b3\u30df\u30c3\u30c8\u5206\u96e2\u306e\u5f37\u5316\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7c21\u7d20\u5316\u3055\u308c\u305f\u30c7\u30a3\u30b6\u30b9\u30bf \u30ea\u30ab\u30d0\u30ea \uff08\u707d\u5bb3\u5fa9\u65e7\u6a5f\u80fd\uff09\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\uff1a<br>\u707d\u5bb3\u767a\u751f\u6642\u306b\u30ec\u30d7\u30ea\u30ab\u3092\u6607\u683c\u3055\u305b\u305f\u308a\u3001\u8a08\u753b\u7684\u306a\u30d5\u30a7\u30a4\u30eb\u30aa\u30fc\u30d0\u30fc\u3092\u306fAPI(**)\u3084\u30b3\u30de\u30f3\u30c9 (yb-admin)\u3092\u4ecb\u3057\u3066\u5b9a\u671f\u7684\u306b\u5b9f\u884c\u3057\u305f\u308a\u3001YugabyteDB \uff08Web\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9)\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3060\u3051\u3067\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7c21\u7d20\u5316\u3055\u308c\u305fOSS\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\uff1a<br>Yugabyted\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5411\u3051\u306b\u3001\u3042\u3089\u3086\u308b\u30b5\u30a4\u30ba\u306eYugabyteDB\u30af\u30e9\u30b9\u30bf\u3092\u30c7\u30d7\u30ed\u30a4\u304a\u3088\u3073\u904b\u7528\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>(*)\u30da\u30b7\u30df\u30b9\u30c6\u30a3\u30c3\u30af\u30ed\u30c3\u30af\uff08Pessimistic Lock\uff09<br>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u4e26\u884c\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u8907\u6570\u306e\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u304c\u540c\u3058\u30c7\u30fc\u30bf\u3092\u540c\u6642\u306b\u66f4\u65b0\u3059\u308b\u3053\u3068\u3092\u9632\u3050\u305f\u3081\u306e\u30ed\u30c3\u30af\u306e\u4e00\u7a2e\u3067\u3059\u3002\u30da\u30b7\u30df\u30b9\u30c6\u30a3\u30c3\u30af\u30ed\u30c3\u30af\u306f\u3001\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u304c\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u53d6\u308a\u3001\u305d\u306e\u30c7\u30fc\u30bf\u3092\u5909\u66f4\u3057\u3088\u3046\u3068\u3059\u308b\u524d\u306b\u3001\u30c7\u30fc\u30bf\u3092\u30ed\u30c3\u30af\u3059\u308b\u3053\u3068\u3067\u7af6\u5408\u3092\u9632\u3050\u76ee\u7684\u3067\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3067\u3001\u30da\u30b7\u30df\u30b9\u30c6\u30a3\u30c3\u30af\u30ed\u30c3\u30af\u306e\u5bfe\u7167\u3068\u3057\u3066\u3001\u30aa\u30d7\u30c6\u30a3\u30df\u30b9\u30c6\u30a3\u30c3\u30af\u30ed\u30c3\u30af\uff08Optimistic Locking\uff09\u3068\u3044\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u3082\u5b58\u5728\u3057\u307e\u3059\u3002\u30aa\u30d7\u30c6\u30a3\u30df\u30b9\u30c6\u30a3\u30c3\u30af\u30ed\u30c3\u30af\u306f\u3001\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u53d6\u308b\u6bb5\u968e\u3067\u306f\u30ed\u30c3\u30af\u3092\u304b\u3051\u305a\u3001\u30c7\u30fc\u30bf\u3092\u5b9f\u969b\u306b\u5909\u66f4\u3057\u3088\u3046\u3068\u3059\u308b\u3068\u304d\u306b\u7af6\u5408\u3092\u30c1\u30a7\u30c3\u30af\u3057\u307e\u3059\u3002\u7af6\u5408\u304c\u691c\u51fa\u3055\u308c\u305f\u5834\u5408\u3001\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u306f\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3055\u308c\u307e\u3059\u3002\u30aa\u30d7\u30c6\u30a3\u30df\u30b9\u30c6\u30a3\u30c3\u30af\u30ed\u30c3\u30af\u306f\u540c\u6642\u5b9f\u884c\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u304c\u3001\u7af6\u5408\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u6574\u5408\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u9069\u5207\u306a\u30ed\u30c3\u30af\u6226\u7565\u306f\u3001\u7279\u5b9a\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u8981\u4ef6\u306b\u5fdc\u3058\u3066\u6c7a\u5b9a\u3055\u308c\u308b\u3079\u304d\u3067\u3042\u308a\u3001\u30da\u30b7\u30df\u30b9\u30c6\u30a3\u30c3\u30af\u30ed\u30c3\u30af\u3068\u30aa\u30d7\u30c6\u30a3\u30df\u30b9\u30c6\u30a3\u30c3\u30af\u30ed\u30c3\u30af\u306f\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u5229\u70b9\u3068\u5236\u7d04\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>(**) API \u306f YugabyteDB YBA \u3067\u3054\u5229\u7528\u306b\u306a\u308c\u3001YugabyteDB\u3092\u30af\u30e9\u30a6\u30c9\u4e0a\u3067\u5c55\u958b\u304a\u3088\u3073\u904b\u7528\u3059\u308b\u305f\u3081\u306e\u30bb\u30eb\u30d5\u30de\u30cd\u30fc\u30b8\u30c9\u578b\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u307e\u305f\u3001YugabyteDB\u30de\u30cd\u30fc\u30b8\u30c9\u578b\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066 Yugabyte AnyWhere \u304c\u3042\u308a\u5c0e\u5165\u306f\u6975\u3081\u3066\u8fc5\u901f\u3067 Yugabyte \u30b5\u30dd\u30fc\u30c8\u4ed8\u304d\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"has-text-align-left\">TD SYNNEX \u682a\u5f0f\u4f1a\u793e\u3067\u306f YugabyteDB \u306f\u3082\u3061\u308d\u3093\u3001Microsoft Azure OpenAI \u30b5\u30fc\u30d3\u30b9\u3082\u304a\u53d6\u308a\u6271\u3044\u3057\u3066\u304a\u308a\u307e\u3059\u306e\u3067\u3001\u3054\u8208\u5473\u306e\u3042\u308b\u65b9\u306f\u304a\u554f\u3044\u5408\u308f\u305b\u30d5\u30a9\u30fc\u30e0\u3088\u308a\u304a\u6c17\u8efd\u306b\u3054\u9023\u7d61\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001YugabyteDB\u3092\u3055\u3089\u306b\u304a\u77e5\u308a\u306b\u306a\u308a\u305f\u3044\u65b9\u306f\u3001\u305c\u3072<a href=\"https:\/\/www.synnex.co.jp\/vendor\/yugabyte\/\">\u3053\u3061\u3089\u306e\u30da\u30fc\u30b8<\/a>\u306b\u63b2\u8f09\u3057\u3066\u3044\u308b\u8cc7\u6599\u3084\u52d5\u753b\u3082\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<div class=\"p-3 mb-4 bg-light rounded-3\">    <div class=\"container-fluid\">\n      <h4 class=\"display-6 fw-bold\">YugabayteDB \u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/span><\/h4>\n      <p class=\"col-md-12\">\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u306a\u5206\u6563\u578bSQL\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9&#8221;YugabayteDB&#8221;\u306e\u30db\u30ef\u30a4\u30c8\u30da\u30fc\u30d1\u30fc\u3084\u5b66\u7fd2\u52d5\u753b\u3092\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\uff01<\/p>\n      <a href=\"https:\/\/www.synnex.co.jp\/vendor\/yugabyte\/\" target=\"_blank\" rel=\"noopener\"><button class=\"btn btn-primary btn-lg\" type=\"button\">\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/button><\/a>\n    <\/div>\n<\/div>\n\n\n\n<p>[\u8457\u8005\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb]<\/p>\n\n\n\n<p>TD SYNNEX \u682a\u5f0f\u4f1a\u793e | \u6589\u85e4 \u4e4b\u96c4<br>\u30a2\u30c9\u30d0\u30f3\u30b9\u30c9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u90e8\u9580 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30d3\u30b8\u30cd\u30b9\u958b\u767a\u672c\u90e8 \u30d7\u30ea\u30bb\u30fc\u30eb\u30b9\uff06\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u90e8 \u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u30c1\u30fc\u30e0\u3000(Azure Solutions Architect Expert, Azure DevOps Engineer Expert)<\/p>\n\n\n\n<p>\u30de\u30a4\u30b3\u30f3\u5c11\u5e74\u6642\u4ee3\u304b\u3089\u95a2\u6771\u96fb\u5b50\uff08TD SYNNEX\u524d\u8eab\uff09\u3092\u5229\u7528\u3059\u308b\u306a\u3069\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3068\u3082\u306b\u6614\u3092\u3088\u304f\u77e5\u308b\u3002\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u696d\u754c\u306f1996\u5e74\u304b\u3089\u7570\u7a2e\u6df7\u5728\u74b0\u5883\u306b\u304a\u3051\u308b\u518d\u8ca9\u30d3\u30b8\u30cd\u30b9\u306e\u6280\u8853\u55b6\u696d\u304b\u3089\u30ad\u30e3\u30ea\u30a2\u3092\u958b\u59cb\u3057\u3001\u7279\u306b\u5c0e\u5165\u652f\u63f4\u3084\u6559\u80b2\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u7acb\u3061\u4e0a\u3052\u306f\u5b9a\u8a55\u3092\u6709\u3059\u308b\u3002\u56fd\u5185\u5927\u624b\u96fb\u6c17\u901a\u4fe1\u4e8b\u696d\u8005\u3067\u306f\u793e\u5185\u30af\u30e9\u30a6\u30c9\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u4e3b\u8981\u30e1\u30f3\u30d0\u30fc\u3068\u3057\u5168\u56fdSE\u3078\u5bfe\u3059\u308b\u30ea\u30b9\u30ad\u30ea\u30f3\u30b0\u30d7\u30ed\u30b0\u30e9\u30e0\u63a8\u9032\u6d3b\u52d5\u3092\u5b9f\u8df5\u3057\u305f\u30022022\u5e744\u6708TD SYNNEX\u5165\u793e\u4ee5\u6765\u3001CoE\uff08\u30bb\u30f3\u30bf\u30fc\u30aa\u30d6\u30a8\u30af\u30bb\u30ec\u30f3\u30b9\uff09\u30d7\u30ed\u30c0\u30af\u30c8\u306e\u65e5\u672c\u5e02\u5834\u5c55\u958b\u3084 AI\/ML \uff08\u4eba\u5de5\u77e5\u80fd\/\u6a5f\u68b0\u5b66\u7fd2\uff09\u30b5\u30fc\u30d3\u30b9\u3092\u4e2d\u5fc3\u3068\u3059\u308b\u30d7\u30ea\u30bb\u30fc\u30eb\u30b9\u6d3b\u52d5\u3092\u884c\u3063\u3066\u3044\u308b\u3002\u611b\u732b\u5bb6\u3001\u793e\u4f1a\u798f\u7949\u58eb\u3067\u3082\u3042\u308b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>2\u3064\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u7d44\u307f\u5408\u308f\u305b\u751f\u6210AI\u306e\u53ef\u80fd\u6027\u3092\u5e83\u3052\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u306b \u751f\u6210AI\u306e\u4fa1\u5024\u5275\u51fa ChatGPT\u3067AI\u304c\u4e00\u822c\u7684\u306b\u666e\u53ca\u3057\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u3057\u3066\u6210\u719f\u3057\u3066\u304f\u308b\u3068\u3068\u3082\u306b\u3001\u4f01\u696d\u3084\u7d44\u7e54\u306f\u3001\u751f\u6210AI\u3092\u793e\u5185\u306e\u696d\u52d9\u306e\u52b9\u7387\u5316\u3084\u3001\u4ed5\u4e8b\u306e\u9032\u3081&#8230;<\/p>\n","protected":false},"author":3,"featured_media":10097,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[192],"tags":[],"class_list":["post-10055","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Azure OpenAI \u3068 YugabyteDB \u3067\u62e1\u5f35\u6027\u306e\u9ad8\u3044\u751f\u6210AI\u3092\u5b9f\u73fe &#8211; TD SYNNEX BLOG<\/title>\n<meta name=\"description\" content=\"2\u3064\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u7d44\u307f\u5408\u308f\u305b\u751f\u6210AI\u306e\u53ef\u80fd\u6027\u3092\u5e83\u3052\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u306b \u751f\u6210AI\u306e\u4fa1\u5024\u5275\u51fa\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/jp.tdsynnex.com\/blog\/ai\/azure-openai-and-yugabytedb\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Azure OpenAI \u3068 YugabyteDB \u3067\u62e1\u5f35\u6027\u306e\u9ad8\u3044\u751f\u6210AI\u3092\u5b9f\u73fe &#8211; TD SYNNEX BLOG\" \/>\n<meta property=\"og:description\" content=\"2\u3064\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u7d44\u307f\u5408\u308f\u305b\u751f\u6210AI\u306e\u53ef\u80fd\u6027\u3092\u5e83\u3052\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u306b 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