{"id":4768,"date":"2024-09-30T15:41:55","date_gmt":"2024-09-30T06:41:55","guid":{"rendered":"https:\/\/github.blog\/jp\/?p=4768"},"modified":"2024-09-30T15:41:55","modified_gmt":"2024-09-30T06:41:55","slug":"streamlining-your-mlops-pipeline-with-github-actions-and-arm64-runners","status":"publish","type":"post","link":"https:\/\/github.blog\/jp\/2024-09-30-streamlining-your-mlops-pipeline-with-github-actions-and-arm64-runners\/","title":{"rendered":"GitHub Actions\u3068Arm64\u30e9\u30f3\u30ca\u30fc\u3067MLOps\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u52b9\u7387\u5316\u3059\u308b\u306b\u306f"},"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\/2406993?v=4&#038;s=274\" srcset=\"https:\/\/avatars.githubusercontent.com\/u\/2406993?v=4&#038;s=274\" alt=\"Image of Scott Arbeit\" width=\"35\" height=\"35\" \/><\/div>\n<p class=\"hero-post__author-name f5 m-0\">Scott Arbeit<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<p style=\"font-size: 14px; padding-top: 10px;\">\n<p>Arm\u306e\u6700\u9069\u5316\u3055\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b3\u30b9\u30c8\u52b9\u7387\u306b\u512a\u308c\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092PyTorch\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304b\u3089\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u3069\u306e\u3088\u3046\u306b\u5f37\u5316\u3067\u304d\u308b\u304b\u3092\u63a2\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306bCI\/CD\u3092\u6d3b\u7528\u3057\u3001\u305d\u306e\u904e\u7a0b\u3067\u6642\u9593\u3001\u30b3\u30b9\u30c8\u3001\u30a8\u30e9\u30fc\u3092\u524a\u6e1b\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u6025\u901f\u306b\u9032\u5316\u3059\u308b\u4eca\u65e5\u306e\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u5206\u91ce\u3067\u306f\u3001\u30e2\u30c7\u30eb\u3092\u672c\u756a\u74b0\u5883\u306b\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u52b9\u7387\u6027\u3068\u4fe1\u983c\u6027\u304c\u3001\u30e2\u30c7\u30eb\u305d\u306e\u3082\u306e\u3068\u540c\u3058\u304f\u3089\u3044\u91cd\u8981\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\uff08MLOps\uff09\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3068\u898f\u6a21\u306b\u5fdc\u3058\u305f\u30c7\u30d7\u30ed\u30a4\u3068\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u3001\u30e2\u30c7\u30eb\u304c\u52b9\u679c\u7684\u306b\u69cb\u7bc9\u3055\u308c\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u7d99\u7d9a\u7684\u306a\u4fa1\u5024\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306b\u7dad\u6301\u30fb\u76e3\u8996\u3055\u308c\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u305f\u3081\u306e\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u52b9\u7387\u7684\u306aMLOps\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u5b9f\u73fe\u3059\u308b\u91cd\u8981\u306a\u8981\u7d20\u306e1\u3064\u306f\u3001\u624b\u4f5c\u696d\u306b\u3088\u308b\u4ecb\u5165\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3001\u30a8\u30e9\u30fc\u306e\u53ef\u80fd\u6027\u3092\u6e1b\u3089\u3059\u81ea\u52d5\u5316\u3067\u3059\u3002GitHub Actions\u7528\u306eArm64\u30e9\u30f3\u30ca\u30fc\u306f\u3001PyTorch\u3068\u9023\u643a\u3057\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u81ea\u52d5\u5316\u3057\u3001\u5408\u7406\u5316\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092<a href=\"https:\/\/github.blog\/changelog\/2024-09-03-github-actions-arm64-linux-and-windows-runners-are-now-generally-available\/#:~:text=Arm64%20Linux%20and%20Windows%20GitHub,Team%20and%20Enterprise%20Cloud%20plans.\">\u63d0\u4f9b\u3057\u307e\u3059<\/a>\u3002\u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001GitHub Actions\u3068Arm64\u30e9\u30f3\u30ca\u30fc\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001MLOps\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u5f37\u5316\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u3001\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u65b9\u6cd5\u3092\u63a2\u308a\u307e\u3059\u3002<\/p>\n<h2 id=\"the-significance-of-mlops-in-machine-learning\">\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3051\u308bMLOps\u306e\u610f\u7fa9<a class=\"heading-link pl-2 text-italic text-bold\" href=\"#the-significance-of-mlops-in-machine-learning\"><\/a><\/h2>\n<p>ML\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u3001\u524d\u51e6\u7406\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u691c\u8a3c\u3001\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u3001\u7d99\u7d9a\u7684\u306a\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u3001\u8907\u6570\u306e\u8907\u96d1\u306a\u30b9\u30c6\u30fc\u30b8\u304c\u542b\u307e\u308c\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30b9\u30c6\u30fc\u30b8\u3092\u624b\u4f5c\u696d\u3067\u7ba1\u7406\u3059\u308b\u3053\u3068\u306f\u3001\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002MLOps\u306f\u3001DevOps\u306e\u539f\u5247\u3092\u6a5f\u68b0\u5b66\u7fd2\u306b\u9069\u7528\u3057\u3001\u7d99\u7d9a\u7684\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\uff08CI\uff09\u3084\u7d99\u7d9a\u7684\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\uff08CD\uff09\u306e\u3088\u3046\u306a\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u5c0e\u5165\u3057\u3066\u3001ML\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u81ea\u52d5\u5316\u3057\u3001\u5408\u7406\u5316\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"ci-and-deployment-in-mlops\">MLOps\u306b\u304a\u3051\u308bCI\u3068\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8<a class=\"heading-link pl-2 text-italic text-bold\" href=\"#ci-and-deployment-in-mlops\"><\/a><\/h3>\n<p>CI\/CD\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306fMLOps\u306e\u4e2d\u6838\u3067\u3042\u308a\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u3084\u30b3\u30fc\u30c9\u5909\u66f4\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u3092\u53ef\u80fd\u306b\u3057\u3001\u672c\u756a\u74b0\u5883\u3078\u306e\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u3092\u81ea\u52d5\u5316\u3057\u307e\u3059\u3002GitHub Actions\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3057\u3066\u5b9a\u7fa9\u3055\u308c\u305f\u5805\u7262\u306aCI\/CD\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u304c\u5229\u7528\u53ef\u80fd\u306b\u306a\u3063\u305f\u3068\u304d\u3084\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u304c\u66f4\u65b0\u3055\u308c\u305f\u3068\u304d\u306b\u3001\u30e2\u30c7\u30eb\u3092\u81ea\u52d5\u7684\u306b\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3066\u518d\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u81ea\u52d5\u5316\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u5e38\u306b\u6700\u65b0\u306e\u72b6\u614b\u306b\u4fdd\u305f\u308c\u3001\u5909\u5316\u3059\u308b\u74b0\u5883\u3067\u3082\u6700\u9069\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3057\u7d9a\u3051\u307e\u3059\u3002<\/p>\n<h2 id=\"enhancing-performance-with-arm64-runners\">Arm64\u30e9\u30f3\u30ca\u30fc\u306b\u3088\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a<a class=\"heading-link pl-2 text-italic text-bold\" href=\"#enhancing-performance-with-arm64-runners\"><\/a><\/h2>\n<p>Arm64\u30e9\u30f3\u30ca\u30fc\u306f\u3001Arm\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u5229\u7528\u3059\u308bGitHub\u30db\u30b9\u30c6\u30c3\u30c9\u30e9\u30f3\u30ca\u30fc\u3067\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u30b3\u30b9\u30c8\u52b9\u7387\u3068\u30a8\u30cd\u30eb\u30ae\u30fc\u52b9\u7387\u306e\u9ad8\u3044\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u7406\u7531\u306b\u3088\u308a\u3001ML\u30bf\u30b9\u30af\u306b\u7279\u306b\u6709\u5229\u3067\u3059\uff1a<\/p>\n<ul>\n<li><strong>\u6700\u9069\u5316\u3055\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\uff1a<\/strong>Arm\u30d7\u30ed\u30bb\u30c3\u30b5\u306fML\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u7528\u306b\u6700\u9069\u5316\u3055\u308c\u3064\u3064\u3042\u308a\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u63a8\u8ad6\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u7af6\u4e89\u529b\u306e\u3042\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30b3\u30b9\u30c8\u52b9\u7387\uff1a<\/strong>Arm64\u30e9\u30f3\u30ca\u30fc\u306f\u3001GitHub\u306ex64\u30d9\u30fc\u30b9\u306e\u30e9\u30f3\u30ca\u30fc\u3088\u308a\u308237%\u4f4e\u4fa1\u683c\u3067\u3042\u308a\u3001\u540c\u3058\u4e88\u7b97\u5185\u3067\u3088\u308a\u591a\u304f\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\uff1a<\/strong>GitHub Actions\u5185\u3067\u7c21\u5358\u306b\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306b\u62e1\u5f35\u3067\u304d\u308b\u305f\u3081\u3001\u5897\u5927\u3059\u308b\u8a08\u7b97\u9700\u8981\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<h3 id=\"arm-%e2%9d%a4%ef%b8%8f-pytorch\">Arm \u2764\ufe0f PyTorch<a class=\"heading-link pl-2 text-italic text-bold\" href=\"#arm-%e2%9d%a4%ef%b8%8f-pytorch\"><\/a><\/h3>\n<p>\u8fd1\u5e74\u3001Arm\u306f\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3084\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092Arm\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306b\u591a\u5927\u306a\u6295\u8cc7\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070<\/p>\n<ul>\n<li><strong>Python\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a\uff1a<\/strong>Arm\u30d7\u30ed\u30bb\u30c3\u30b5\u4e0a\u3067\u306eNumPy\u3084SciPy\u306e\u3088\u3046\u306a\u57fa\u790e\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3002<\/li>\n<li><strong>PyTorch\u306e\u6700\u9069\u5316\uff1a<\/strong>PyTorch\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u8ca2\u732e\u306b\u3088\u308a\u3001Arm CPU\u4e0a\u3067\u306e\u30e2\u30c7\u30eb\u5b66\u7fd2\u3068\u63a8\u8ad6\u306e\u52b9\u7387\u3092\u5411\u4e0a\u3002<\/li>\n<li><strong>\u4e26\u5217\u5316\u6a5f\u80fd\u306e\u5f37\u5316\uff1a<\/strong>\u4e26\u5217\u8a08\u7b97\u6a5f\u80fd\u306e\u5f37\u5316\u306b\u3088\u308a\u3001\u30de\u30eb\u30c1\u30b3\u30a2Arm\u30d7\u30ed\u30bb\u30c3\u30b5\u3092ML\u30bf\u30b9\u30af\u3067\u3088\u308a\u6709\u52b9\u306b\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u6700\u9069\u5316\u306b\u3088\u308a\u3001Arm64\u30e9\u30f3\u30ca\u30fc\u4e0a\u3067ML\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u3001\u5f93\u6765\u306ex86\u30b7\u30b9\u30c6\u30e0\u306b\u5339\u6575\u3059\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30ec\u30d9\u30eb\u3092\u3001\u30b3\u30b9\u30c8\u3068\u30a8\u30cd\u30eb\u30ae\u30fc\u52b9\u7387\u3067\u9054\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"automating-mlops-workflows-with-actions\">GitHub Actions\u306b\u3088\u308bMLOps\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u81ea\u52d5\u5316<a class=\"heading-link pl-2 text-italic text-bold\" href=\"#automating-mlops-workflows-with-actions\"><\/a><\/h2>\n<p><a href=\"https:\/\/docs.github.com\/actions\">GitHub Actions<\/a>\u306f\u3001GitHub\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u76f4\u63a5\u30ab\u30b9\u30bf\u30e0\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u4f5c\u6210\u3067\u304d\u308b\u81ea\u52d5\u5316\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002YAML\u30d5\u30a1\u30a4\u30eb\u3067\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u3067\u3001\u30c8\u30ea\u30ac\u30fc\u3001\u30b8\u30e7\u30d6\u3001\u304a\u3088\u3073\u3053\u308c\u3089\u306e\u30b8\u30e7\u30d6\u304c\u5b9f\u884c\u3055\u308c\u308b\u74b0\u5883\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002ML\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5834\u5408\u3001GitHub Actions\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u3067\u304d\u307e\u3059\uff1a<\/p>\n<ul>\n<li><strong>\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\uff1a<\/strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3068\u6e96\u5099\u306b\u5fc5\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3092\u81ea\u52d5\u5316\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u691c\u8a3c\uff1a<\/strong>\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u304c\u30d7\u30c3\u30b7\u30e5\u3055\u308c\u305f\u3068\u304d\u3084\u30e2\u30c7\u30eb\u30b3\u30fc\u30c9\u306b\u5909\u66f4\u304c\u52a0\u3048\u3089\u308c\u305f\u3068\u304d\u306b\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u81ea\u52d5\u7684\u306b\u5b9f\u884c\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\uff1a<\/strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u691c\u8a3c\u306b\u6210\u529f\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u3092\u81ea\u52d5\u7684\u306b\u30d1\u30c3\u30b1\u30fc\u30b8\u5316\u3057\u3001\u672c\u756a\u74b0\u5883\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u30a2\u30e9\u30fc\u30c8\uff1a<\/strong>\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u8a2d\u5b9a\u3057\u3066\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3057\u3001\u7279\u5b9a\u306e\u3057\u304d\u3044\u5024\u306b\u9055\u53cd\u3057\u305f\u5834\u5408\u306b\u30a2\u30e9\u30fc\u30c8\u3092\u9001\u4fe1\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>GitHub Actions\u306f\u3001MLOps \u306b\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u30e1\u30ea\u30c3\u30c8\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002GitHub \u30ea\u30dd\u30b8\u30c8\u30ea\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3057\u3001\u65e2\u5b58\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3084\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd\u3092\u6d3b\u7528\u3057\u3066\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u52b9\u7387\u5316\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30b8\u30e7\u30d6\u306e\u4e26\u5217\u5b9f\u884c\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u8907\u96d1\u306a\u6a5f\u68b0\u5b66\u7fd2\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3067\u304d\u308b\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002GitHub Actions\u306f\u9ad8\u5ea6\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u53ef\u80fd\u306a\u305f\u3081\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u56fa\u6709\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001ML\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306e\u69d8\u3005\u306a\u6bb5\u968e\u306b\u304a\u3051\u308b\u67d4\u8edf\u6027\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u3053\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u4e8b\u524d\u69cb\u7bc9\u3055\u308c\u305f\u30a2\u30af\u30b7\u30e7\u30f3\u306e\u81a8\u5927\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u5f37\u529b\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u63d0\u4f9b\u3057\u3001\u958b\u767a\u3068\u5b9f\u88c5\u306e\u8fc5\u901f\u5316\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"building-an-efficient-mlops-pipeline\">\u52b9\u7387\u7684\u306aMLOps\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u69cb\u7bc9<a class=\"heading-link pl-2 text-italic text-bold\" href=\"#building-an-efficient-mlops-pipeline\"><\/a><\/h2>\n<p>GitHub Actions\u3068Arm64\u30e9\u30f3\u30ca\u30fc\u3092\u6d3b\u7528\u3057\u305f\u52b9\u7387\u7684\u306aMLOps\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u6bb5\u968e\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n<ol>\n<li><strong>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3068\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u7ba1\u7406\uff1a<\/strong>\n<ul>\n<li>\u660e\u78ba\u306a\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u69cb\u9020\u3067\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u3092\u6574\u7406\u3002<\/li>\n<li>\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3068\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u306bGitHub\u3092\u6d3b\u7528\u3002<\/li>\n<li>\u74b0\u5883\u3068\u4f9d\u5b58\u95a2\u4fc2\u3092\u660e\u78ba\u306b\u5b9a\u7fa9\u3057\u3001\u518d\u73fe\u6027\u3092\u78ba\u4fdd\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u81ea\u52d5\u5316\uff1a<\/strong>\n<ul>\n<li>GitHub Actions\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u3001\u524d\u51e6\u7406\u3001\u88dc\u5f37\u3092\u81ea\u52d5\u5316\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u4e00\u8cab\u3057\u3066\u304a\u308a\u3001\u7570\u306a\u308b\u5b9f\u884c\u3067\u3082\u518d\u73fe\u53ef\u80fd\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u691c\u8a3c\u306e\u81ea\u52d5\u5316\uff1a<\/strong>\n<ul>\n<li>\u30c7\u30fc\u30bf\u307e\u305f\u306f\u30b3\u30fc\u30c9\u306e\u5909\u66f4\u6642\u306b\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u81ea\u52d5\u7684\u306b\u30c8\u30ea\u30ac\u3059\u308b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5b9a\u7fa9\u3002<\/li>\n<li>Arm64\u30e9\u30f3\u30ca\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3057\u3001\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3002<\/li>\n<li>\u691c\u8a3c\u30b9\u30c6\u30c3\u30d7\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u4e8b\u524d\u306b\u5b9a\u7fa9\u3055\u308c\u305f\u57fa\u6e96\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>CD\uff1a<\/strong>\n<ul>\n<li>\u30e2\u30c7\u30eb\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u5316\u3068\u672c\u756a\u74b0\u5883\u3078\u306e\u30c7\u30d7\u30ed\u30a4\u3092\u81ea\u52d5\u5316\u3002<\/li>\n<li>\u7570\u306a\u308b\u74b0\u5883\u9593\u3067\u4e00\u8cab\u3057\u305f\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u3092\u884c\u3046\u305f\u3081\u306b\u30b3\u30f3\u30c6\u30ca\u5316\u3092\u4f7f\u7528\u3002<\/li>\n<li>\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u3001\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u307e\u305f\u306f\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u6d3b\u7528\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\uff1a<\/strong>\n<ul>\n<li>\u81ea\u52d5\u5316\u3055\u308c\u305f\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3092\u8a2d\u5b9a\u3057\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8ffd\u8de1\u3002<\/li>\n<li>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u4f4e\u4e0b\u3084\u7570\u5e38\u306b\u5bfe\u3059\u308b\u30a2\u30e9\u30fc\u30c8\u3068\u30c8\u30ea\u30ac\u30fc\u3092\u5b9f\u88c5\u3002<\/li>\n<li>\u30e2\u30c7\u30eb\u306e\u30c9\u30ea\u30d5\u30c8\u306b\u5bfe\u5fdc\u3059\u308b\u81ea\u52d5\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u307e\u305f\u306f\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u8a08\u753b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3 id=\"optimizing-workflows-with-advanced-configurations\">\u9ad8\u5ea6\u306a\u8a2d\u5b9a\u306b\u3088\u308b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u6700\u9069\u5316<a class=\"heading-link pl-2 text-italic text-bold\" href=\"#optimizing-workflows-with-advanced-configurations\"><\/a><\/h3>\n<p>MLOps\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u3055\u3089\u306b\u5f37\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u4ee5\u4e0b\u306e\u9ad8\u5ea6\u306a\u69cb\u6210\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\uff1a<\/p>\n<ul>\n<li><strong>\u5927\u898f\u6a21\u306a\u30e9\u30f3\u30ca\u30fc\u3068\u74b0\u5883\uff1a<\/strong>\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u9069\u3057\u305f\u7279\u5b9a\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u69cb\u6210\u3067Arm64\u30e9\u30f3\u30ca\u30fc\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u4e26\u5217\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\uff1a<\/strong>GitHub Actions\u306e\u30b8\u30e7\u30d6\u306e\u4e26\u5217\u5b9f\u884c\u6a5f\u80fd\u3092\u5229\u7528\u3057\u3001\u5168\u4f53\u7684\u306a\u5b9f\u884c\u6642\u9593\u3092\u77ed\u7e2e\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30ad\u30e3\u30c3\u30b7\u30f3\u30b0\u3068\u6210\u679c\u7269\uff1a<\/strong>\u30ad\u30e3\u30c3\u30b7\u30f3\u30b0\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u5b9f\u884c\u306b\u307e\u305f\u304c\u3063\u3066\u30c7\u30fc\u30bf\u3084\u30e2\u30c7\u30eb\u3092\u518d\u5229\u7528\u3057\u3001\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n<li><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\uff1a<\/strong>\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u6e96\u62e0\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3001\u79d8\u5bc6\u60c5\u5831\u3084\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3092\u9069\u5207\u306b\u7ba1\u7406\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<aside class=\"p-4 p-md-6 post-aside--large\" style=\"background-color:#f6f8fa; margin:30px 0px;\">\n<p style=\"font-size:20px; font-weight:bold;\">MLOps\u306e\u52b9\u7387\u3092\u6700\u5927\u5316\u3059\u308b\u305f\u3081\u306e\u30d2\u30f3\u30c8<\/p>\n<ul>\n<li><strong>\u660e\u78ba\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u30fb\u30c8\u30ea\u30ac\u30fc\u3092\u5b9a\u7fa9\u3059\u308b\uff1a<\/strong>\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u30c8\u30ea\u30ac\u30fc\u306b\u7279\u5b9a\u306e\u30a4\u30d9\u30f3\u30c8\uff08\u30b3\u30fc\u30c9\u306e\u30d7\u30c3\u30b7\u30e5\u3084\u30c7\u30fc\u30bf\u306e\u66f4\u65b0\u306a\u3069\uff09\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30bf\u30a4\u30e0\u30ea\u30fc\u3067\u9069\u5207\u306a\u81ea\u52d5\u5316\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u74b0\u5883\u5909\u6570\u3068\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u3092\u4f7f\u7528\u3059\u308b\uff1a<\/strong>\u6a5f\u5bc6\u60c5\u5831\u3092\u6697\u53f7\u5316\u3055\u308c\u305f\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u3068\u3057\u3066 GitHub \u306b\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3067\u3001\u8a2d\u5b9a\u3092\u5b89\u5168\u306b\u7ba1\u7406\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30ea\u30bd\u30fc\u30b9\u306e\u4f7f\u7528\u72b6\u6cc1\u3092\u76e3\u8996\uff1a<\/strong>CPU\u3001\u30e1\u30e2\u30ea\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u4f7f\u7528\u72b6\u6cc1\u3092\u5e38\u306b\u76e3\u8996\u3057\u3001\u30e9\u30f3\u30ca\u30fc\u8a2d\u5b9a\u3068\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306eGitHub Actions\u3092\u6d3b\u7528\uff1a<\/strong><a href=\"https:\/\/github.com\/marketplace?type=actions\">GitHub Marketplace<\/a> \u3067\u3001\u958b\u767a\u6642\u9593\u3092\u7bc0\u7d04\u3067\u304d\u308b\u30d3\u30eb\u30c9\u6e08\u307fGitHub Actions\u3092\u691c\u7d22\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/aside>\n<h2 id=\"real-world-impact-and-case-studies\">\u5b9f\u969b\u306e\u30a4\u30f3\u30d1\u30af\u30c8\u3068\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3<a class=\"heading-link pl-2 text-italic text-bold\" href=\"#real-world-impact-and-case-studies\"><\/a><\/h2>\n<p>Arm64\u30e9\u30f3\u30ca\u30fc\u3067GitHub Actions\u3092\u63a1\u7528\u3057\u305f\u7d44\u7e54\u3067\u306f\u3001\u5927\u5e45\u306a\u6539\u5584\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\uff1a<\/p>\n<ul>\n<li><strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u9593\u306e\u77ed\u7e2e\uff1a<\/strong>ML\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067Arm\u306e\u6700\u9069\u5316\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b5\u30a4\u30af\u30eb\u304c\u77ed\u7e2e\u3055\u308c\u307e\u3059\u3002<\/li>\n<li><strong>\u30b3\u30b9\u30c8\u524a\u6e1b\uff1a<\/strong>\u6d88\u8cbb\u96fb\u529b\u306e\u4f4e\u6e1b\u3068\u30ea\u30bd\u30fc\u30b9\u306e\u52b9\u7387\u7684\u306a\u5229\u7528\u306b\u3088\u308a\u3001\u904b\u7528\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/li>\n<li><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\uff1a<\/strong>\u30b3\u30b9\u30c8\u3084\u8907\u96d1\u3055\u306b\u6bd4\u4f8b\u3057\u3066\u5897\u52a0\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u3088\u308a\u5927\u304d\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084\u3088\u308a\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u3092\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li><strong>CD\uff1a<\/strong>\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u30fb\u30b5\u30a4\u30af\u30eb\u306e\u9ad8\u901f\u5316\u306b\u3088\u308a\u3001ML\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u8fc5\u901f\u306a\u53cd\u5fa9\u3068\u5e02\u5834\u6295\u5165\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<h2 id=\"embracing-ci\">CI\u306e\u5c0e\u5165<a class=\"heading-link pl-2 text-italic text-bold\" href=\"#embracing-ci\"><\/a><\/h2>\n<p>MLOps\u306f1\u56de\u9650\u308a\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3067\u306f\u306a\u304f\u3001\u7d99\u7d9a\u7684\u306a\u6539\u5584\u3068\u53cd\u5fa9\u306e\u5b9f\u8df5\u3067\u3059\u3002\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u7dad\u6301\u30fb\u5f37\u5316\u3059\u308b\u305f\u3081\u306b<\/p>\n<ul>\n<li><strong>\u5b9a\u671f\u7684\u306a\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\uff1a<\/strong>\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b7\u30b9\u30c6\u30e0\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u7d99\u7d9a\u7684\u306b\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3057\u3001\u554f\u984c\u306b\u30d7\u30ed\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u5bfe\u51e6\u3059\u308b\u3002<\/li>\n<li><strong>\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u30eb\u30fc\u30d7\uff1a<\/strong>\u672c\u756a\u74b0\u5883\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53d6\u308a\u5165\u308c\u3066\u3001\u30e2\u30c7\u30eb\u3068\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u6539\u5584\u3059\u308b\u3002<\/li>\n<li><strong>\u5e38\u306b\u6700\u65b0\u60c5\u5831\u3092\u5165\u624b\u3059\u308b\uff1a<\/strong>GitHub Actions\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u306e\u9032\u6b69\u3084Arm\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u6700\u9069\u5316\u306e\u9032\u5c55\u306b\u9045\u308c\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u5171\u6709\uff1a<\/strong>\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3068\u9023\u643a\u3057\u3066\u3001\u6d1e\u5bdf\u3092\u5171\u6709\u3057\u3001\u4ed6\u306e\u4eba\u306e\u7d4c\u9a13\u304b\u3089\u5b66\u3073\u307e\u3057\u3087\u3046\u3002<\/li>\n<\/ul>\n<h2 id=\"conclusion\">\u7d50\u8ad6<a class=\"heading-link pl-2 text-italic text-bold\" href=\"#conclusion\"><\/a><\/h2>\n<p>GitHub Actions\u3068Arm64\u30e9\u30f3\u30ca\u30fc\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u306f\u3001MLOps\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5408\u7406\u5316\u3092\u76ee\u6307\u3059\u7d44\u7e54\u306b\u3068\u3063\u3066\u9b45\u529b\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u306a\u308a\u307e\u3059\u3002\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u81ea\u52d5\u5316\u3057\u3001\u6700\u9069\u5316\u3055\u308c\u305f\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001ML\u904b\u7528\u306e\u52b9\u7387\u6027\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3001\u8cbb\u7528\u5bfe\u52b9\u679c\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001ML\u30a8\u30f3\u30b8\u30cb\u30a2\u3001DevOps\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u306e\u3044\u305a\u308c\u3067\u3042\u3063\u3066\u3082\u3001\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5805\u7262\u306aML\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3059\u308b\u80fd\u529b\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002GitHub 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Actions\u3068Arm64\u30e9\u30f3\u30ca\u30fc\u306e\u6d3b\u7528\u3092\u958b\u59cb<\/a>\u3057\u3001ML\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u52b9\u7387\u6027\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u65b0\u305f\u306a\u30ec\u30d9\u30eb\u306b\u5f15\u304d\u4e0a\u3052\u307e\u3057\u3087\u3046\u3002<\/p>\n<\/div>\n<h3 id=\"additional-resources\">\u305d\u306e\u4ed6\u306e\u30ea\u30bd\u30fc\u30b9<a class=\"heading-link pl-2 text-italic text-bold\" href=\"#additional-resources\"><\/a><\/h3>\n<ul>\n<li><strong>GitHub Actions \u3092\u59cb\u3081\u308b\uff1a<\/strong> <a href=\"https:\/\/docs.github.com\/ja\/actions\">GitHub Actions \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a><\/li>\n<li><strong>Arm\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068ML<\/strong> <a href=\"https:\/\/developer.arm.com\/AI%20and%20ML\">AI\u3068ML\u306e\u305f\u3081\u306eArm\u958b\u767a\u8005\u30ea\u30bd\u30fc\u30b9<\/a><\/li>\n<li><strong>Arm\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u30d6\u30ed\u30b0<\/strong> <a href=\"https:\/\/community.arm.com\/arm-community-blogs\/b\/ai-and-ml-blog\">AI\u3068ML\u306e\u305f\u3081\u306eArm<\/a><\/li>\n<\/ul>\n<p>The post <a href=\"https:\/\/github.blog\/enterprise-software\/ci-cd\/streamlining-your-mlops-pipeline-with-github-actions-and-arm64-runners\/\">Streamlining your MLOps pipeline with GitHub Actions and Arm64 runners<\/a> appeared first on<a href=\"https:\/\/github.blog\"> The GitHub Blog<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Arm\u306e\u6700\u9069\u5316\u3055\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b3\u30b9\u30c8\u52b9\u7387\u306b\u512a\u308c\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092PyTorch\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304b\u3089\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u3069\u306e\u3088\u3046\u306b\u5f37\u5316\u3067\u304d\u308b\u304b\u3092\u63a2\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306bCI\/CD\u3092\u6d3b\u7528\u3057\u3001\u305d\u306e\u904e\u7a0b\u3067\u6642\u9593\u3001\u30b3\u30b9\u30c8\u3001\u30a8\u30e9\u30fc\u3092\u524a\u6e1b\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3057\u3087\u3046<\/p>\n","protected":false},"author":2109,"featured_media":4769,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"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":[16],"tags":[244,264,265,255,266,267,268],"coauthors":[162],"class_list":["post-4768","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise","tag-arm","tag-ci-cd","tag-data-science","tag-enterprise-software","tag-machine-learning","tag-mlops","tag-pytorch"],"yoast_head":"<!-- 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content=\"Arm\u306e\u6700\u9069\u5316\u3055\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b3\u30b9\u30c8\u52b9\u7387\u306b\u512a\u308c\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092PyTorch\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304b\u3089\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u3069\u306e\u3088\u3046\u306b\u5f37\u5316\u3067\u304d\u308b\u304b\u3092\u63a2\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306bCI\/CD\u3092\u6d3b\u7528\u3057\u3001\u305d\u306e\u904e\u7a0b\u3067\u6642\u9593\u3001\u30b3\u30b9\u30c8\u3001\u30a8\u30e9\u30fc\u3092\u524a\u6e1b\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3057\u3087\u3046\" \/>\n<meta property=\"og:url\" content=\"https:\/\/github.blog\/jp\/2024-09-30-streamlining-your-mlops-pipeline-with-github-actions-and-arm64-runners\/\" \/>\n<meta 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