{"id":4697,"date":"2024-09-12T15:48:04","date_gmt":"2024-09-12T06:48:04","guid":{"rendered":"https:\/\/blog-github-com-develop.go-vip.co\/jp\/?p=4697"},"modified":"2024-09-12T15:48:04","modified_gmt":"2024-09-12T06:48:04","slug":"fine-tuned-models-are-now-in-limited-public-beta-for-github-copilot-enterprise","status":"publish","type":"post","link":"https:\/\/blog-github-com-develop.go-vip.co\/jp\/2024-09-12-fine-tuned-models-are-now-in-limited-public-beta-for-github-copilot-enterprise\/","title":{"rendered":"GitHub Copilot Enterprise\u306e\u9650\u5b9a\u516c\u958b\u30d9\u30fc\u30bf\u3067\u30e2\u30c7\u30eb\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u53ef\u80fd\u306b"},"content":{"rendered":"<section class=\"container-xl mx-auto p-responsive-blog\" style=\"margin-top: 20px;\">\n<div class=\"gutter-spacious\">\n<div class=\"col-12 offset-lg-1 col-lg-10\">\n<div class=\"text-mono f5-mktg color-fg-muted mb-12px\">Author<\/div>\n<div class=\"d-flex flex-wrap pb-1 flex-items-start\">\n<div class=\"d-flex flex-wrap\">\n<div class=\"author-block__pic mr-3\"><img loading=\"lazy\" decoding=\"async\" class=\"avatar avatar-35 photo avatar-default\" src=\"https:\/\/avatars.githubusercontent.com\/u\/66748083?v=4&amp;s=200\" srcset=\"https:\/\/avatars.githubusercontent.com\/u\/66748083?v=4&amp;s=200 2x\" alt=\"Image of Shuyin Zhao\" width=\"35\" height=\"35\" \/><\/div>\n<p class=\"hero-post__author-name f5 m-0\">Shuyin Zhao<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<p style=\"font-size: 14px; padding-top: 10px;\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u3001\u7d44\u7e54\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u3084\u308a\u65b9\u3084\u5185\u90e8\u8a00\u8a9e\u306b\u5408\u308f\u305b\u3066\u7279\u5225\u306b\u8abf\u6574\u3055\u308c\u305f\u30b3\u30fc\u30c9\u63d0\u6848\u3092\u53d7\u3051\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<hr \/>\n<p>\u79c1\u305f\u3061\u306e\u4f7f\u547d\u306f\u3001\u30e6\u30d3\u30ad\u30bf\u30b9\u3067\u4fe1\u983c\u3067\u304d\u3001\u3055\u3089\u306b\u5404\u7d44\u7e54\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u72ec\u81ea\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305fAI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3092\u4f5c\u308b\u3053\u3068\u3067\u3059\u3002<a href=\"https:\/\/docs.github.com\/enterprise-cloud@latest\/copilot\/managing-copilot\/managing-github-copilot-in-your-organization\/customizing-copilot-for-your-organization\/indexing-repositories-for-copilot-chat\">\u30ea\u30dd\u30b8\u30c8\u30ea\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3084<\/a> <a href=\"https:\/\/docs.github.com\/enterprise-cloud@latest\/copilot\/managing-copilot\/managing-github-copilot-in-your-organization\/customizing-copilot-for-your-organization\/managing-copilot-knowledge-bases\">\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306a\u3069\u306e<\/a>\u6a5f\u80fd\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u79c1\u305f\u3061\u306fGitHub Copilot\u3092\u5f37\u5316\u3057\u3001\u3088\u308a\u6587\u8108\u306b\u5373\u3057\u305f\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u652f\u63f4\u3092\u63d0\u4f9b\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u3057\u3066\u4eca\u56de\u3001\u3053\u306e\u30df\u30c3\u30b7\u30e7\u30f3\u3092\u3055\u3089\u306b\u4e00\u6b69\u9032\u3081\u3001GitHub CopilotEnterprise\u306e\u9650\u5b9a\u516c\u958b\u30d9\u30fc\u30bf\u3068\u3057\u3066\u30e2\u30c7\u30eb\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u53ef\u80fd\u306b\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u65b0\u6a5f\u80fd\u306b\u3088\u308a\u3001\u4f01\u696d\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u72ec\u81ea\u306e\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u3084\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u624b\u6cd5\u306b\u5408\u308f\u305b\u3066GitHub Copilot\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3001\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u306b\u6cbf\u3063\u305f\u95a2\u9023\u6027\u3001\u54c1\u8cea\u3001\u4e00\u8cab\u6027\u306e\u3042\u308b\u30b3\u30fc\u30c9\u88dc\u5b8c\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2 id=\"the-power-of-a-fine-tuned-github-copilot\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305fGitHub Copilot\u306e\u30d1\u30ef\u30fc<\/h2>\n<p>GitHub Copilot\u306f\u3059\u3067\u306b\u3001\u958b\u767a\u8005\u3084\u7d44\u7e54\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u69cb\u7bc9\u65b9\u6cd5\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u304a\u308a\u3001\u76ee\u899a\u307e\u3057\u3044\u6210\u679c\u3092\u4e0a\u3052\u3066\u3044\u307e\u3059\u3002<a href=\"https:\/\/blog-github-com-develop.go-vip.co\/news-insights\/research\/research-quantifying-github-copilots-impact-in-the-enterprise-with-accenture\/#developers-improved-code-quality-using-github-copilot\">Accenture\u793e\u3068\u306e\u8abf\u67fb<\/a>\u306b\u3088\u308b\u3068\u3001GitHub Copilot\u3092\u4f7f\u7528\u3057\u305f\u958b\u767a\u8005\u306f\u3001\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u304c8%\u5897\u52a0\u3057\u3001\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u30de\u30fc\u30b8\u7387\u304c15%\u5411\u4e0a\u3057\u3001\u30d3\u30eb\u30c9\u306e\u6210\u529f\u7387\u304c84%\u5897\u52a0\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u300190%\u306e\u958b\u767a\u8005\u304cGitHub Copilot\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u4ed5\u4e8b\u306b\u3084\u308a\u304c\u3044\u3092\u611f\u3058\u300195%\u304cGitHub Copilot\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u304c\u3088\u308a\u697d\u3057\u304f\u306a\u3063\u305f\u3068\u56de\u7b54\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u7d50\u679c\u306f\u3001GitHub Copilot\u304c\u7d44\u7e54\u5168\u4f53\u306e\u751f\u7523\u6027\u3001\u30b3\u30fc\u30c9\u54c1\u8cea\u3001\u958b\u767a\u8005\u306e\u5e78\u798f\u3092\u4fc3\u9032\u3059\u308b\u4e0a\u3067\u6709\u52b9\u3067\u3042\u308b\u3053\u3068\u3092\u6d6e\u304d\u5f6b\u308a\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30e2\u30c7\u30eb\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306b\u304a\u3051\u308b\u6b21\u306e\u5927\u304d\u306a\u98db\u8e8d\u3092\u610f\u5473\u3057\u3001\u4eca\u56de\u3053\u306e\u6a5f\u80fd\u3092\u30a4\u30f3\u30e9\u30a4\u30f3\u306e\u30b3\u30fc\u30c9\u88dc\u5b8c\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u306b\u76f4\u63a5\u62e1\u5f35\u3057\u3066\u3044\u307e\u3059\u3002GitHub Copilot\u3092\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u306a\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u30c1\u30fc\u30e0\u304cGitHub Copilot\u306e\u63d0\u6848\u3068\u3069\u306e\u3088\u3046\u306b\u3084\u308a\u53d6\u308a\u3057\u305f\u304b\u3092\u793a\u3059\u30c6\u30ec\u30e1\u30c8\u30ea\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3067\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u52d5\u4f5c\u3059\u308b\u30ec\u30a4\u30c6\u30f3\u30b7\u3067\u3001GitHub Copilot\u3092\u7d44\u7e54\u56fa\u6709\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u74b0\u5883\u306b\u9069\u5fdc\u3055\u305b\u307e\u3059\u3002GitHub Copilot\u306f\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u3001\u95a2\u6570\u3001\u30ec\u30ac\u30b7\u30fc\u8a00\u8a9e\u3084\u72ec\u81ea\u8a00\u8a9e\u306a\u3069\u306e\u5e0c\u5c11\u8a00\u8a9e\u3001\u5185\u90e8\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u7cbe\u901a\u3059\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u69cb\u6587\u7684\u306b\u6b63\u3057\u3044\u3060\u3051\u3067\u306a\u304f\u3001\u30c1\u30fc\u30e0\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30b9\u30bf\u30a4\u30eb\u3084\u6a19\u6e96\u306b\u3088\u308a\u6df1\u304f\u6cbf\u3063\u305f\u30b3\u30fc\u30c9\u6848\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"customize-github-copilot-for-your-needs\">GitHub Copilot\u3092<i>\u3042\u306a\u305f\u306e<\/i>\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba<\/h2>\n<p>\u5185\u90e8 API\u3001\u7279\u6b8a\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001\u72ec\u81ea\u306e\u8a00\u8a9e\u3001\u53b3\u683c\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30b9\u30bf\u30a4\u30eb\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u3088\u3046\u306a\u3069\u306e\u3088\u3046\u306a\u7d44\u7e54\u3067\u3082\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001COBOL \u306e\u3088\u3046\u306a\u30ec\u30ac\u30b7\u30fc\u8a00\u8a9e\u3092\u4f7f\u7528\u3059\u308b\u91d1\u878d\u6a5f\u95a2\u3067\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u3066\u56fa\u6709\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u8981\u4ef6\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002\u4e00\u65b9\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3084\u30d8\u30eb\u30b9\u30b1\u30a2\u306e\u3088\u3046\u306b\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u6a19\u6e96\u3092\u5b9f\u65bd\u3059\u308b\u305f\u3081\u306b\u5185\u90e8\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u4f9d\u5b58\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u696d\u754c\u3067\u306f\u3001\u7d44\u7e54\u306e\u30dd\u30ea\u30b7\u30fc\u306b\u6cbf\u3063\u305f\u30af\u30e9\u30a6\u30c9\u30ea\u30bd\u30fc\u30b9\u306e\u30c7\u30d7\u30ed\u30a4\u3092\u4fdd\u8a3c\u3059\u308b\u306a\u3069\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u7cbe\u5ea6\u3068\u52b9\u7387\u306b\u6709\u610f\u7fa9\u306a\u6539\u5584\u304c\u898b\u3089\u308c\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u696d\u7a2e\u3067\u3042\u308c\u3001\u305d\u306e\u4ed6\u306e\u696d\u7a2e\u3067\u3042\u308c\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001GitHub Copilot\u306f\u56fa\u6709\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u304d\u3081\u7d30\u304b\u304f\u8abf\u6574\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u958b\u767a\u8005\u306f\u8abf\u6574\u306e\u5fc5\u8981\u6027\u304c\u5c11\u306a\u3044\u30b3\u30fc\u30c9\u63d0\u6848\u3092\u53d7\u3051\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u65b0\u3057\u3044\u30c1\u30fc\u30e0\u30e1\u30f3\u30d0\u30fc\u304c\u3088\u308a\u8fc5\u901f\u306b\u30c1\u30fc\u30e0\u306b\u53c2\u52a0\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u7d4c\u9a13\u8c4a\u5bcc\u306a\u958b\u767a\u8005\u306f\u4fee\u6b63\u3088\u308a\u3082\u4f5c\u6210\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u3088\u308a\u9069\u5207\u3067\u9ad8\u54c1\u8cea\u306a\u4e00\u8cab\u6027\u306e\u3042\u308b\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001GitHub Copilot\u3092\u7d44\u7e54\u306b\u3068\u3063\u3066\u3055\u3089\u306b\u5f79\u7acb\u3064\u30c4\u30fc\u30eb\u306b\u3059\u308b\u305f\u3081\u306e\u5927\u304d\u306a\u524d\u9032\u3067\u3059\u3002<\/p>\n<h2 id=\"how-we-fine-tune-custom-models-for-github-copilot\">GitHub Copilot\u306e\u30ab\u30b9\u30bf\u30e0\u30e2\u30c7\u30eb\u3092\u3069\u306e\u3088\u3046\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u304b<\/h2>\n<p>\u79c1\u305f\u3061\u304cGitHub Copilot\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306e\u65c5\u3092\u7d9a\u3051\u3066\u3044\u308b\u306e\u306f\u4e8b\u5b9f\u3067\u3042\u308a\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3092\u3069\u306e\u3088\u3046\u306b\u5b9f\u88c5\u3059\u308b\u304b\u304c\u672c\u5f53\u306b\u91cd\u8981\u3067\u3042\u308b\u3053\u3068\u3082\u77e5\u3063\u3066\u3044\u307e\u3059\u3002GitHub Copilot Enterprise\u306f\u6700\u521d\u306b\u30ea\u30dd\u30b8\u30c8\u30ea\u30a4\u30f3\u30c7\u30ad\u30b7\u30f3\u30b0\u3068\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3092\u624b\u306b\u5165\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3069\u3061\u3089\u3082RAG\uff08retrieval-augmented generation\uff09\u3068\u3044\u3046\u8efd\u91cf\u306a\u691c\u7d22\u624b\u6cd5\u3067\u3001\u30e2\u30c7\u30eb\u5168\u4f53\u3092\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u30e2\u30c7\u30eb\u306e\u5143\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u4ee5\u5916\u306e\u30bd\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u53ce\u96c6\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002RAG\u306f\u6700\u65b0\u306e\u51fa\u529b\u3067\u30c1\u30e3\u30c3\u30c8\u4f53\u9a13\u3092\u5411\u4e0a\u3055\u305b\u308b\u306e\u306b\u52b9\u679c\u7684\u3067\u3059\u304c\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30b3\u30fc\u30c9\u88dc\u5b8c\u306b\u5fc5\u8981\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8981\u6c42\u3092\u6e80\u305f\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308a\u3001\u30b3\u30fc\u30c9\u88dc\u5b8c\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u306b\u521d\u3081\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3092\u5c0e\u5165\u3057\u3001GitHub Copilot\u304c\u30a4\u30f3\u30e9\u30a4\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306b\u5fc5\u8981\u306a\u30b9\u30d4\u30fc\u30c9\u3067\u6587\u8108\u306b\u5fdc\u3058\u305f\u63d0\u6848\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>LoRA\uff08\u4f4e\u30e9\u30f3\u30af\u8fd1\u4f3c\uff09\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u5404\u30e2\u30c7\u30eb\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3001\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\uff08Supervised Learning\uff09\u6bb5\u968e\u3067\u6700\u3082\u91cd\u8981\u306a\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30b5\u30d6\u30bb\u30c3\u30c8\u3092\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u3092\u3088\u308a\u7ba1\u7406\u3057\u3084\u3059\u304f\u52b9\u7387\u7684\u306b\u3057\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u3001\u3053\u308c\u306f\u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u624b\u6cd5\u3068\u6bd4\u8f03\u3057\u3066\u3001\u3088\u308a\u901f\u304f\u3001\u3088\u308a\u624b\u9803\u306a\u4fa1\u683c\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u306f\u3001GitHub Copilot\u304b\u3089\u306e\u63d0\u6848\u3068\u30c1\u30fc\u30e0\u306e\u3084\u308a\u53d6\u308a\u304b\u3089\u5f97\u3089\u308c\u305f\u6d1e\u5bdf\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u3092\u7d44\u7e54\u56fa\u6709\u306e\u30cb\u30fc\u30ba\u306b\u5bc6\u63a5\u306b\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30ab\u30b9\u30bf\u30e0\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3073\u306b\u3001\u30a4\u30f3\u30e9\u30a4\u30f3\u30b3\u30fc\u30c9\u88dc\u5b8c\u306e\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3092\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3059\u308b\u3068\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u53ef\u80fd\u306b\u306a\u308a\u6b21\u7b2c\u3001\u5c06\u6765\u306e\u30ab\u30b9\u30bf\u30e0\u30e2\u30c7\u30eb\u306e\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306f\u81ea\u52d5\u7684\u306b\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u306b\u30ed\u30fc\u30eb\u30d5\u30a9\u30ef\u30fc\u30c9\u3055\u308c\u307e\u3059\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30d7\u30ed\u30bb\u30b9\u306fAzure OpenAI Service\u3092\u5229\u7528\u3057\u3066\u304a\u308a\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5168\u4f53\u3092\u901a\u3057\u3066\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"security-and-privacy-in-fine-tuned-models\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc<\/h3>\n<p>\u79c1\u305f\u3061\u306f\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u6700\u3082\u91cd\u8981\u3067\u3042\u308b\u3053\u3068\u3092\u77e5\u3063\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u4f01\u696d\u304c\u5fc5\u8981\u3068\u3059\u308b\u898f\u6a21\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b9\u30c6\u30c3\u30d7\u3092\u7d44\u307f\u8fbc\u3080\u305f\u3081\u306e\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3092\u8e0f\u307f\u307e\u3057\u305f\u3002\u91cd\u8981\u306a\u3053\u3068\u306f\u3001<strong>\u304a\u5ba2\u69d8\u306e\u30c7\u30fc\u30bf\u306f\u5e38\u306b\u304a\u5ba2\u69d8\u306e\u3082\u306e\u3067\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/strong>\u4ed6\u306e\u304a\u5ba2\u69d8\u306e\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u7528\u3055\u308c\u308b\u3053\u3068\u306f\u306a\u304f\u3001\u304a\u5ba2\u69d8\u306e\u30ab\u30b9\u30bf\u30e0\u30e2\u30c7\u30eb\u306f\u975e\u516c\u958b\u306e\u307e\u307e\u3001\u5b8c\u5168\u306b\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-79704 width-fit\" src=\"https:\/\/blog-github-com-develop.go-vip.co\/wp-content\/uploads\/2024\/09\/Blog-image-Data-pipeline-flowchart.png?resize=1024%2C624\" alt=\"Image of a flowchart showcasing the high-level technical architecture of GitHub Copilot fine-tuned models, with specific callouts for what is client managed, GitHub managed, and Azure managed.\" width=\"1024\" height=\"624\" \/><\/p>\n<p>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u3092\u958b\u59cb\u3059\u308b\u3068\u3001\u304a\u5ba2\u69d8\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u30c7\u30fc\u30bf\u3068\u9060\u9694\u6e2c\u5b9a\u30c7\u30fc\u30bf\u306f\u30c8\u30fc\u30af\u30f3\u5316\u3055\u308c\u3001\u4e00\u6642\u7684\u306bAzure\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u30b3\u30d4\u30fc\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u30c7\u30fc\u30bf\u306e\u4e00\u90e8\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u7528\u3055\u308c\u3001\u5225\u306e\u30bb\u30c3\u30c8\u306f\u691c\u8a3c\u3068\u54c1\u8cea\u8a55\u4fa1\u306e\u305f\u3081\u306b\u78ba\u4fdd\u3055\u308c\u307e\u3059\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306f\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u30e2\u30c7\u30eb\u3092\u4e0a\u56de\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u305f\u3081\u306b\u4e00\u9023\u306e\u54c1\u8cea\u8a55\u4fa1\u3092\u53d7\u3051\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u304c\u304a\u5ba2\u69d8\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u56fa\u6709\u306e\u30b3\u30fc\u30c9\u63d0\u6848\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306e\u3001\u304a\u5ba2\u69d8\u306e\u691c\u8a3c\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u30c6\u30b9\u30c8\u3082\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n<p>\u30e2\u30c7\u30eb\u304c\u3053\u308c\u3089\u306e\u54c1\u8cea\u30c1\u30a7\u30c3\u30af\u306b\u5408\u683c\u3057\u305f\u5834\u5408\u3001Azure OpenAI\u306b\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u306b\u3088\u308a\u3001\u8907\u6570\u306eLoRA\u30e2\u30c7\u30eb\u3092\u4e92\u3044\u306b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u7684\u306b\u5206\u96e2\u3057\u305f\u307e\u307e\u3001\u5927\u898f\u6a21\u306b\u30db\u30b9\u30c8\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30d7\u30ed\u30bb\u30b9\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001\u4e00\u6642\u7684\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306f\u3059\u3079\u3066\u306e\u30b5\u30fc\u30d5\u30a7\u30b9\u304b\u3089\u524a\u9664\u3055\u308c\u3001\u901a\u5e38\u306e\u63a8\u8ad6\u30c1\u30e3\u30cd\u30eb\u3092\u901a\u3058\u3066\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u304c\u518d\u958b\u3055\u308c\u307e\u3059\u3002 GitHub Copilot\u30d7\u30ed\u30ad\u30b7\u30b5\u30fc\u30d3\u30b9\u306f\u3001\u958b\u767a\u8005\u306e\u30b3\u30fc\u30c9\u88dc\u5b8c\u306b\u6b63\u3057\u3044\u30ab\u30b9\u30bf\u30e0\u30e2\u30c7\u30eb\u304c\u4f7f\u7528\u3055\u308c\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"how-to-participate-in-the-limited-public-beta\">\u9650\u5b9a\u30d1\u30d6\u30ea\u30c3\u30af\u30d9\u30fc\u30bf\u3078\u306e\u53c2\u52a0\u65b9\u6cd5<\/h3>\n<p>\u30e2\u30c7\u30eb\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u73fe\u5728\u3001\u9650\u5b9a\u7684\u306a\u30d1\u30d6\u30ea\u30c3\u30af\u30d9\u30fc\u30bf\u3092\u5b9f\u65bd\u3057\u3066\u304a\u308a\u3001\u30a6\u30a7\u30a4\u30c6\u30a3\u30f3\u30b0\u30ea\u30b9\u30c8\u306b\u767b\u9332\u3055\u308c\u305f\u304a\u5ba2\u69d8\u3092\u9806\u6b21\u30aa\u30f3\u30dc\u30fc\u30c9\u3057\u3066\u3044\u307e\u3059\u3002\u3059\u3067\u306b\u30ad\u30e3\u30f3\u30bb\u30eb\u5f85\u3061\u30ea\u30b9\u30c8\u306b\u3054\u767b\u9332\u3044\u305f\u3060\u3044\u3066\u3044\u308b\u304a\u5ba2\u69d8\u306b\u306f\u3001\u30aa\u30f3\u30dc\u30fc\u30c7\u30a3\u30f3\u30b0\u30fb\u30d7\u30ed\u30bb\u30b9\u3092\u9032\u3081\u3066\u307e\u3044\u308a\u307e\u3059\u306e\u3067\u3001\u4eca\u3057\u3070\u3089\u304f\u304a\u5f85\u3061\u304f\u3060\u3055\u3044\u307e\u3059\u3088\u3046\u304a\u9858\u3044\u7533\u3057\u4e0a\u3052\u307e\u3059\u3002\u307e\u3060\u30a6\u30a7\u30a4\u30c6\u30a3\u30f3\u30b0\u30ea\u30b9\u30c8\u306b\u767b\u9332\u3055\u308c\u3066\u3044\u306a\u3044\u65b9\u306f\u3001<a href=\"https:\/\/github.com\/github-copilot\/fine_tuning_waitlist_signup\/join\">\u3053\u3061\u3089\u3092\u30af\u30ea\u30c3\u30af<\/a>\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>The post<a href=\"https:\/\/blog-github-com-develop.go-vip.co\/news-insights\/product-news\/fine-tuned-models-are-now-in-limited-public-beta-for-github-copilot-enterprise\/\"> Fine-tuned models are now in limited public beta for GitHub Copilot Enterprise <\/a>appeared first on<a href=\"https:\/\/blog-github-com-develop.go-vip.co\"> The GitHub Blog<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u3001\u7d44\u7e54\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u3084\u308a\u65b9\u3084\u5185\u90e8\u8a00\u8a9e\u306b\u5408\u308f\u305b\u3066\u7279\u5225\u306b\u8abf\u6574\u3055\u308c\u305f\u30b3\u30fc\u30c9\u63d0\u6848\u3092\u53d7\u3051\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n","protected":false},"author":2109,"featured_media":4698,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_crdt_document":"","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false},"categories":[28,7],"tags":[256,173,250,242],"coauthors":[162],"class_list":["post-4697","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-insights","category-news","tag-fine-tuning","tag-generative-ai","tag-large-language-models","tag-product"],"yoast_head":"<!-- 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