{"id":31245,"date":"2026-08-07T13:19:13","date_gmt":"2026-08-07T04:19:13","guid":{"rendered":"https:\/\/www.ripla.co.jp\/blog\/?p=31245"},"modified":"2026-08-09T13:40:24","modified_gmt":"2026-08-09T04:40:24","slug":"kubeflow-complete-guide","status":"publish","type":"post","link":"https:\/\/www.ripla.co.jp\/blog\/system\/kubeflow-complete-guide\/","title":{"rendered":"Kubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u5b8c\u5168\u30ac\u30a4\u30c9"},"content":{"rendered":"\n

Kubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u3068\u306f\u3001Kubernetes\u3092\u57fa\u76e4\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u958b\u767a\u30fb\u5b66\u7fd2\u30fb\u8a55\u4fa1\u30fb\u63a8\u8ad6\u30fb\u76e3\u8996\u3092\u4e00\u3064\u306e\u6d41\u308c\u3068\u3057\u3066\u904b\u7528\u3059\u308b\u305f\u3081\u306eMLOps\u57fa\u76e4\u3067\u3059\u3002\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u304c\u7121\u511f\u3067\u3082\u3001\u8a2d\u8a08\u30fbGPU\u30fb\u30c7\u30fc\u30bf\u9023\u643a\u30fb\u4fdd\u5b88\u3092\u542b\u3080\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306b\u306f\u76f8\u5fdc\u306e\u8cbb\u7528\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u672c\u8a18\u4e8b\u3067\u306f\u3001Kubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u304c\u5fc5\u8981\u306b\u306a\u308b\u4f01\u696d\u306e\u6761\u4ef6\u3001\u4e3b\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3001\u5c0e\u5165\u306e\u9032\u3081\u65b9\u30012026\u5e74\u6642\u70b9\u306e\u8cbb\u7528\u76f8\u5834\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u904b\u7528\u3001\u958b\u767a\u4f1a\u793e\u30fb\u30d9\u30f3\u30c0\u30fc\u306e\u9078\u3073\u65b9\u307e\u3067\u3092\u4f53\u7cfb\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u5358\u4e00\u30e2\u30c7\u30eb\u306e\u5c0f\u898f\u6a21\u306a\u691c\u8a3c\u306b\u9069\u3057\u305f\u65b9\u6cd5\u3084\u3001Kubeflow\u3092\u63a1\u7528\u3057\u306a\u3044\u65b9\u304c\u3088\u3044\u30b1\u30fc\u30b9\u3082\u542b\u3081\u3001\u793e\u5185\u3067\u5c0e\u5165\u5224\u65ad\u3092\u9032\u3081\u308b\u305f\u3081\u306e\u57fa\u6e96\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u25bc\u95a2\u9023\u8a18\u4e8b\u4e00\u89a7<\/strong>
\n\u30fbKubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u9032\u3081\u65b9\/\u3084\u308a\u65b9\/\u6d41\u308c\u3084\u65b9\u6cd5\/\u624b\u6cd5\/\u5de5\u7a0b\/\u624b\u9806<\/a>
\n\u30fbKubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e\/\u30d9\u30f3\u30c0\u30fc6\u9078\u3068\u9078\u3073\u65b9<\/a>
\n\u30fbKubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u898b\u7a4d\u76f8\u5834\u3084\u8cbb\u7528\/\u30b3\u30b9\u30c8\/\u5024\u6bb5\u306b\u3064\u3044\u3066<\/a>
\n\u30fbKubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u767a\u6ce8\/\u5916\u6ce8\/\u4f9d\u983c\/\u59d4\u8a17\u65b9\u6cd5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n\n\n

Kubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f\u5168\u4f53\u50cf\u3092\u89e3\u8aac\u3057\u307e\u3059<\/strong><\/h2>\n\n\n\n
\n
\n
\"Kubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u50cf\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

Kubeflow\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u4eba\u3068\u3001\u8a08\u7b97\u57fa\u76e4\u3092\u904b\u7528\u3059\u308b\u4eba\u306e\u4f5c\u696d\u3092\u3064\u306a\u3050\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u5358\u72ec\u306e\u5b8c\u6210\u54c1\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308c\u3070\u3059\u3079\u3066\u304c\u7d42\u308f\u308b\u88fd\u54c1\u3067\u306f\u306a\u304f\u3001\u8907\u6570\u306e\u30b5\u30d6\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3068Kubernetes\u306e\u5468\u8fba\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u4f01\u696d\u3054\u3068\u306eAI\u958b\u767a\u57fa\u76e4\u3092\u69cb\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u958b\u767a\u304b\u3089\u904b\u7528\u307e\u3067\u3092\u4e00\u3064\u306e\u6d41\u308c\u306b\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u4e00\u822c\u7684\u306aAI\u958b\u767a\u3067\u306f\u3001\u30c7\u30fc\u30bf\u6e96\u5099\u3001\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3067\u306e\u5b9f\u9a13\u3001\u5b66\u7fd2\u30b8\u30e7\u30d6\u3001\u8a55\u4fa1\u3001\u30e2\u30c7\u30eb\u767b\u9332\u3001API\u3068\u3057\u3066\u306e\u63d0\u4f9b\u3001\u7a3c\u50cd\u5f8c\u306e\u76e3\u8996\u304c\u5225\u3005\u306b\u7ba1\u7406\u3055\u308c\u304c\u3061\u3067\u3059\u3002Kubeflow\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u51e6\u7406\u3092\u30b3\u30f3\u30c6\u30ca\u3068\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3068\u3057\u3066\u5b9a\u7fa9\u3057\u3001\u540c\u3058\u5165\u529b\u304b\u3089\u540c\u3058\u51e6\u7406\u3092\u518d\u5b9f\u884c\u3057\u3084\u3059\u304f\u3057\u307e\u3059\u3002\u62c5\u5f53\u8005\u304c\u624b\u4f5c\u696d\u3067\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3059\u308b\u5de5\u7a0b\u3092\u6e1b\u3089\u3057\u3001\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u30c7\u30fc\u30bf\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u3001\u8a55\u4fa1\u7d50\u679c\u3092\u8ffd\u8de1\u3057\u3084\u3059\u304f\u3059\u308b\u70b9\u304c\u5927\u304d\u306a\u4fa1\u5024\u3067\u3059\u3002<\/p>\n\n\n\n

\n

Kubernetes\u304c\u8a08\u7b97\u8cc7\u6e90\u3068\u5b9f\u884c\u74b0\u5883\u3092\u7ba1\u7406\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

Kubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001Kubernetes\u304c\u30b3\u30f3\u30c6\u30ca\u306e\u914d\u7f6e\u3001CPU\u3084\u30e1\u30e2\u30ea\u306e\u5272\u308a\u5f53\u3066\u3001GPU\u30ce\u30fc\u30c9\u306e\u5229\u7528\u3001\u969c\u5bb3\u6642\u306e\u518d\u8d77\u52d5\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u96e2\u306a\u3069\u3092\u62c5\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u77e5\u8b58\u3060\u3051\u3067\u306a\u304f\u3001\u30b3\u30f3\u30c6\u30ca\u3001\u8a8d\u8a3c\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u76e3\u8996\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3092\u542b\u3080\u57fa\u76e4\u8a2d\u8a08\u304c\u5fc5\u8981\u3067\u3059\u3002Kubernetes\u3092\u3059\u3067\u306b\u672c\u756a\u904b\u7528\u3057\u3066\u3044\u308b\u4f01\u696d\u307b\u3069\u5c0e\u5165\u52b9\u679c\u3092\u51fa\u3057\u3084\u3059\u304f\u3001\u672a\u7d4c\u9a13\u306e\u7d44\u7e54\u306f\u57fa\u76e4\u904b\u7528\u306e\u5b66\u7fd2\u671f\u9593\u3068\u5916\u90e8\u652f\u63f4\u8cbb\u7528\u3092\u898b\u8fbc\u3080\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

OSS\u3067\u3042\u308b\u3053\u3068\u3068\u30b7\u30b9\u30c6\u30e0\u8cbb\u7528\u306f\u5225\u3067\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

Kubeflow\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u5229\u7528\u3067\u304d\u308b\u3053\u3068\u306f\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u8cbb\u7528\u3092\u6291\u3048\u308b\u8981\u7d20\u3067\u3059\u3002\u4e00\u65b9\u3067\u3001\u5229\u7528\u76ee\u7684\u306b\u5408\u308f\u305b\u305f\u30af\u30e9\u30b9\u30bf\u8a2d\u8a08\u3001\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8\u306e\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\u63a5\u7d9a\u3001GPU\u306e\u4e88\u7d04\u3001\u6a29\u9650\u8a2d\u5b9a\u3001\u8106\u5f31\u6027\u5bfe\u5fdc\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u30a2\u30c3\u30d7\u3001\u969c\u5bb3\u5bfe\u5fdc\u306b\u306f\u4eba\u3068\u6642\u9593\u304c\u5fc5\u8981\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u6bd4\u8f03\u3059\u3079\u304d\u306a\u306e\u306f\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u91d1\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u30e2\u30c7\u30eb\u3092\u5b89\u5168\u306b\u672c\u756a\u3078\u5c4a\u3051\u308b\u307e\u3067\u306e\u7dcf\u4fdd\u6709\u30b3\u30b9\u30c8\u3067\u3059\u3002\u3053\u306e\u9055\u3044\u3092\u7406\u89e3\u3057\u306a\u3044\u307e\u307e\u5c0e\u5165\u3059\u308b\u3068\u3001\u521d\u671f\u8cbb\u7528\u306f\u4f4e\u304f\u898b\u3048\u3066\u3082\u904b\u7528\u958b\u59cb\u5f8c\u306b\u4e88\u7b97\u304c\u81a8\u3089\u307f\u307e\u3059\u3002<\/p>\n\n\n\n

Kubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u81ea\u793e\u306b\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/strong><\/h2>\n\n\n\n
\n
\n
\"Kubeflow\u5c0e\u5165\u306e\u5224\u65ad\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u7d50\u8ad6\u3068\u3057\u3066\u3001\u8907\u6570\u306e\u30c1\u30fc\u30e0\u304c\u8907\u6570\u30e2\u30c7\u30eb\u3092\u7d99\u7d9a\u7684\u306b\u958b\u767a\u3057\u3001\u30c7\u30fc\u30bf\u3084\u8a08\u7b97\u8cc7\u6e90\u3092\u7d71\u5236\u3057\u306a\u304c\u3089\u672c\u756a\u904b\u7528\u3057\u305f\u3044\u4f01\u696d\u306b\u306f\u6709\u529b\u306a\u9078\u629e\u80a2\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u5358\u4e00\u30e2\u30c7\u30eb\u306e\u77ed\u671f\u691c\u8a3c\u3084\u3001Kubernetes\u3092\u904b\u7528\u3059\u308b\u4f53\u5236\u304c\u306a\u3044\u4f01\u696d\u3067\u306f\u3001\u5fc5\u8981\u306a\u6a5f\u80fd\u3060\u3051\u3092\u6301\u3064\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\u3084\u5c0f\u3055\u306a\u69cb\u6210\u306e\u65b9\u304c\u5408\u7406\u7684\u306a\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u5c0e\u5165\u52b9\u679c\u304c\u51fa\u3084\u3059\u3044\u4f01\u696d\u306e\u6761\u4ef6<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5c0e\u5165\u52b9\u679c\u304c\u51fa\u3084\u3059\u3044\u306e\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u8907\u6570\u4eba\u304a\u308a\u3001\u5b66\u7fd2\u74b0\u5883\u306e\u9806\u756a\u5f85\u3061\u3001\u5b9f\u9a13\u306e\u518d\u73fe\u6027\u3001\u30e2\u30c7\u30eb\u306e\u30ea\u30ea\u30fc\u30b9\u624b\u9806\u3001GPU\u306e\u5229\u7528\u7387\u306b\u8ab2\u984c\u304c\u3042\u308b\u4f01\u696d\u3067\u3059\u3002\u30c1\u30fc\u30e0\u3054\u3068\u306b\u7570\u306a\u308b\u74b0\u5883\u3092\u4f5c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u6a19\u6e96\u5316\u3057\u305fNotebook\u3084\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u63d0\u4f9b\u3067\u304d\u308c\u3070\u3001\u57fa\u76e4\u62c5\u5f53\u8005\u3078\u306e\u500b\u5225\u4f9d\u983c\u3092\u6e1b\u3089\u305b\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3092\u793e\u5185\u3084\u7279\u5b9a\u30ea\u30fc\u30b8\u30e7\u30f3\u306b\u7f6e\u304f\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u3001\u8907\u6570\u306e\u30af\u30e9\u30a6\u30c9\u3084\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3092\u307e\u305f\u3044\u3067\u904b\u7528\u3057\u305f\u3044\u5834\u5408\u306b\u3082\u3001\u79fb\u690d\u6027\u3092\u91cd\u8996\u3057\u305f\u69cb\u6210\u304c\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u63a1\u7528\u3092\u6025\u304c\u306a\u3044\u65b9\u304c\u3088\u3044\u30b1\u30fc\u30b9<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u307e\u3060\u30e2\u30c7\u30eb\u306e\u696d\u52d9\u8981\u4ef6\u304c\u6c7a\u307e\u3063\u3066\u3044\u306a\u3044\u3001\u5229\u7528\u8005\u304c\u4e00\u4eba\u307e\u305f\u306f\u5c11\u4eba\u6570\u3067\u3042\u308b\u3001\u5b66\u7fd2\u3092\u6708\u306b\u6570\u56de\u3057\u304b\u5b9f\u884c\u3057\u306a\u3044\u3001\u3068\u3044\u3063\u305f\u5834\u5408\u306f\u3001\u3044\u304d\u306a\u308a\u30d5\u30eb\u69cb\u6210\u3092\u4f5c\u3089\u306a\u3044\u65b9\u304c\u5b89\u5168\u3067\u3059\u3002\u307e\u305a\u306f\u65e2\u5b58\u306e\u5206\u6790\u74b0\u5883\u3084\u30de\u30cd\u30fc\u30b8\u30c9AI\u30b5\u30fc\u30d3\u30b9\u3067\u30e2\u30c7\u30eb\u306e\u4fa1\u5024\u3092\u691c\u8a3c\u3057\u3001\u518d\u73fe\u6027\u3001\u76e3\u67fb\u3001\u63a8\u8ad6\u306e\u53ef\u7528\u6027\u3001\u30b3\u30b9\u30c8\u914d\u8ce6\u306a\u3069\u306e\u8ab2\u984c\u304c\u898b\u3048\u305f\u6bb5\u968e\u3067Kubeflow\u306e\u5c0e\u5165\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002Kubernetes\u306e\u7ba1\u7406\u8005\u3092\u78ba\u4fdd\u3067\u304d\u306a\u3044\u307e\u307e\u672c\u756a\u57fa\u76e4\u3092\u4f5c\u308b\u3068\u3001\u958b\u767a\u8005\u304c\u30a4\u30f3\u30d5\u30e9\u969c\u5bb3\u307e\u3067\u62b1\u3048\u308b\u3053\u3068\u306b\u306a\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u958b\u767a\u901f\u5ea6\u304c\u304b\u3048\u3063\u3066\u4e0b\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u5c0e\u5165\u524d\u306b\u6c7a\u3081\u308b\u3079\u304dKPI<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u63a1\u7528\u5224\u65ad\u306f\u300cKubeflow\u3092\u5c0e\u5165\u3057\u305f\u304b\u300d\u3067\u306f\u306a\u304f\u3001\u696d\u52d9\u6210\u679c\u3067\u6e2c\u308a\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30e2\u30c7\u30eb\u3092\u672c\u756a\u3078\u5c4a\u3051\u308b\u65e5\u6570\u3001\u5b66\u7fd2\u30b8\u30e7\u30d6\u306e\u5f85\u3061\u6642\u9593\u3001GPU\u306e\u7a3c\u50cd\u7387\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u518d\u5b9f\u884c\u6210\u529f\u7387\u3001\u63a8\u8ad6\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u30e2\u30c7\u30eb\u306e\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u6642\u9593\u3092KPI\u306b\u3057\u307e\u3059\u3002\u516c\u958b\u4e8b\u4f8b\u3067\u306f\u3001\u533b\u7642\u7cfb\u306e\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u3067\u691c\u8a3c\u306b\u304b\u304b\u308b\u6642\u9593\u304c\u6700\u592710\u6642\u9593\u304b\u308920\u5206\u672a\u6e80\u306b\u306a\u3063\u305f\u3068\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u51fa\u5178: Kubernetes\u516c\u5f0f\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u30012019\u5e74\uff09\u3002\u3053\u306e\u6570\u5b57\u3092\u305d\u306e\u307e\u307e\u81ea\u793e\u76ee\u6a19\u306b\u305b\u305a\u3001\u73fe\u72b6\u306e\u5f85\u3061\u6642\u9593\u3092\u8a08\u6e2c\u3057\u305f\u3046\u3048\u3067\u6539\u5584\u5e45\u3092\u5b9a\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

Kubeflow\u306e\u4e3b\u8981\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u69cb\u6210\u306e\u7a2e\u985e<\/strong><\/h2>\n\n\n\n
\n
\n
\"Kubeflow\u306e\u4e3b\u8981\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

Kubeflow\u306f\u3001\u5fc5\u8981\u306a\u6a5f\u80fd\u3092\u6bb5\u968e\u7684\u306b\u7d44\u307f\u5408\u308f\u305b\u3089\u308c\u308b\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002\u6700\u521d\u304b\u3089\u3059\u3079\u3066\u3092\u6709\u52b9\u306b\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5229\u7528\u8005\u3001\u30c7\u30fc\u30bf\u3001\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306b\u5408\u308f\u305b\u3066\u7bc4\u56f2\u3092\u6c7a\u3081\u307e\u3059\u30022026\u5e74\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u914d\u5e03\u7248\u3067\u306f\u3001Kubernetes 1.35\u4ee5\u4e0a\u3092\u524d\u63d0\u306b\u3001Pipelines 2.16.1\u3001Trainer 2.2.0\u3001KServe 0.18.0\u3001Hub 0.3.9\u306a\u3069\u304c\u63b2\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u51fa\u5178: Kubeflow Community Distribution 26.03.1\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u30012026\u5e74\uff09\u3002<\/p>\n\n\n\n

\n

Notebook\u3068Pipelines\u3067\u5b9f\u9a13\u3092\u518d\u73fe\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

Notebooks\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3084\u30e2\u30c7\u30eb\u958b\u767a\u3092\u884c\u3046\u305f\u3081\u306e\u958b\u767a\u74b0\u5883\u3067\u3059\u3002\u5229\u7528\u8005\u3054\u3068\u306b\u72ec\u7acb\u3057\u305f\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u3092\u6255\u3044\u51fa\u3057\u3001\u4f9d\u5b58\u30e9\u30a4\u30d6\u30e9\u30ea\u3084CPU\u30fbGPU\u306e\u5272\u308a\u5f53\u3066\u3092\u6a19\u6e96\u5316\u3057\u307e\u3059\u3002Pipelines\u306f\u3001\u30c7\u30fc\u30bf\u53d6\u5f97\u3001\u524d\u51e6\u7406\u3001\u5b66\u7fd2\u3001\u8a55\u4fa1\u3001\u6210\u679c\u7269\u4fdd\u5b58\u306a\u3069\u3092DAG\u3068\u3057\u3066\u5b9a\u7fa9\u3057\u3001\u5b9f\u9a13\u306e\u6761\u4ef6\u3068\u7d50\u679c\u3092\u8a18\u9332\u3057\u307e\u3059\u3002\u624b\u9806\u3092\u30b3\u30fc\u30c9\u3068\u3057\u3066\u7ba1\u7406\u3067\u304d\u308b\u305f\u3081\u3001\u62c5\u5f53\u8005\u304c\u5909\u308f\u3063\u3066\u3082\u540c\u3058\u51e6\u7406\u3092\u5b9f\u884c\u3057\u3084\u3059\u304f\u3001\u5931\u6557\u3057\u305f\u30b9\u30c6\u30c3\u30d7\u3060\u3051\u3092\u78ba\u8a8d\u3057\u306a\u304c\u3089\u6539\u5584\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\n

Trainer\u3068Katib\u3067\u5b66\u7fd2\u3092\u5927\u898f\u6a21\u5316\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

Trainer\u306f\u3001\u8907\u6570\u306eGPU\u3084\u30ce\u30fc\u30c9\u3092\u4f7f\u3063\u305f\u5206\u6563\u5b66\u7fd2\u3092Kubernetes\u4e0a\u3067\u6271\u3046\u305f\u3081\u306e\u6a5f\u80fd\u3067\u3059\u3002\u5927\u304d\u306a\u30e2\u30c7\u30eb\u3084\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u3001\u30b8\u30e7\u30d6\u306e\u4e26\u5217\u5316\u3001\u5931\u6557\u6642\u306e\u518d\u5b9f\u884c\u3001\u30ea\u30bd\u30fc\u30b9\u4e0a\u9650\u3001\u512a\u5148\u9806\u4f4d\u3092\u8a2d\u8a08\u3067\u304d\u307e\u3059\u3002Katib\u306f\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u3084\u65e9\u671f\u505c\u6b62\u3092\u81ea\u52d5\u5316\u3057\u3001\u5b9f\u9a13\u306e\u5019\u88dc\u3092\u6bd4\u8f03\u3057\u3084\u3059\u304f\u3057\u307e\u3059\u3002\u305f\u3060\u3057\u3001GPU\u3092\u5897\u3084\u3059\u3060\u3051\u3067\u306f\u7cbe\u5ea6\u3084\u901f\u5ea6\u304c\u4e0a\u304c\u3089\u306a\u3044\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u5206\u5272\u3001\u901a\u4fe1\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3001\u8a55\u4fa1\u6307\u6a19\u3001\u5b66\u7fd2\u7d50\u679c\u306e\u4fdd\u5b58\u65b9\u6cd5\u307e\u3067\u3092\u5408\u308f\u305b\u3066\u691c\u8a3c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

KServe\u30fbHub\u30fb\u76e3\u8996\u3067\u672c\u756a\u3078\u3064\u306a\u304e\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

KServe\u306f\u3001\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u30aa\u30f3\u30e9\u30a4\u30f3\u63a8\u8ad6\u3084\u30d0\u30c3\u30c1\u63a8\u8ad6\u306b\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306e\u4ed5\u7d44\u307f\u3067\u3059\u3002Hub\u306f\u30e2\u30c7\u30eb\u3084\u30ab\u30bf\u30ed\u30b0\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u3092\u62c5\u3044\u3001\u3069\u306e\u30e2\u30c7\u30eb\u3092\u3069\u306e\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3057\u305f\u304b\u3092\u8ffd\u8de1\u3057\u3084\u3059\u304f\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306b\u52a0\u3048\u3066\u3001\u30e1\u30c8\u30ea\u30af\u30b9\u3001\u30ed\u30b0\u3001\u30c8\u30ec\u30fc\u30b9\u3001\u30a2\u30e9\u30fc\u30c8\u3092\u76e3\u8996\u57fa\u76e4\u306b\u96c6\u3081\u3001\u7cbe\u5ea6\u4f4e\u4e0b\u3084\u30c7\u30fc\u30bf\u5206\u5e03\u306e\u5909\u5316\u3092\u691c\u77e5\u3057\u307e\u3059\u30022026\u5e74\u7248\u3067\u306f\u8a8d\u8a3c\u30fb\u8a8d\u53ef\u306e\u30c6\u30b9\u30c8\u3084\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30dd\u30ea\u30b7\u30fc\u3082\u5f37\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u793e\u5185\u306e\u6a29\u9650\u8a2d\u8a08\u3084\u76e3\u8996\u9805\u76ee\u306f\u5225\u9014\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

Kubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u9032\u3081\u65b9<\/strong><\/h2>\n\n\n\n
\n
\n
\"Kubeflow\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u9032\u3081\u65b9\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u958b\u767a\u306f\u3001\u6a5f\u80fd\u3092\u4e00\u5ea6\u306b\u76db\u308a\u8fbc\u3080\u3088\u308a\u3082\u3001\u4ee3\u8868\u7684\u306a\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u305f\u7e26\u5207\u308a\u306ePoC\u304b\u3089\u59cb\u3081\u308b\u65b9\u6cd5\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u304b\u3089\u5b66\u7fd2\u3001\u8a55\u4fa1\u3001\u30e2\u30c7\u30eb\u767b\u9332\u3001\u63a8\u8ad6\u3001\u76e3\u8996\u307e\u3067\u3092\u4e00\u5468\u3055\u305b\u3001\u6280\u8853\u4e0a\u306e\u96e3\u6240\u3068\u904b\u7528\u8ca0\u8377\u3092\u898b\u3048\u308b\u5316\u3057\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3092\u3082\u3068\u306b\u3001\u5229\u7528\u8005\u3092\u5897\u3084\u3059\u6a5f\u80fd\u3084\u53ef\u7528\u6027\u3001\u76e3\u67fb\u3001\u30b3\u30b9\u30c8\u914d\u8ce6\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1aKubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u9032\u3081\u65b9\/\u3084\u308a\u65b9\/\u6d41\u308c\u3084\u65b9\u6cd5\/\u624b\u6cd5\/\u5de5\u7a0b\/\u624b\u9806<\/a><\/p>\n\n\n

\u8981\u4ef6\u5b9a\u7fa9\u3067KPI\u3068\u8cac\u4efb\u7bc4\u56f2\u3092\u6c7a\u3081\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u6700\u521d\u306b\u3001\u5bfe\u8c61\u30e2\u30c7\u30eb\u3001\u5229\u7528\u8005\u3001\u30c7\u30fc\u30bf\u306e\u6240\u5728\u3001\u5b66\u7fd2\u983b\u5ea6\u3001\u63a8\u8ad6\u65b9\u5f0f\u3001\u8a31\u5bb9\u505c\u6b62\u6642\u9593\u3001\u5fc5\u8981\u306a\u7cbe\u5ea6\u3001\u76e3\u67fb\u8981\u4ef6\u3092\u6c7a\u3081\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u300c\u6bce\u9031\u518d\u5b66\u7fd2\u3059\u308b\u9700\u8981\u4e88\u6e2c\u30e2\u30c7\u30eb\u300d\u3068\u300c\u5e38\u6642\u5fdc\u7b54\u3059\u308b\u753b\u50cf\u5224\u5b9a\u30e2\u30c7\u30eb\u300d\u3067\u306f\u3001\u5fc5\u8981\u306aGPU\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001SLO\u3001\u30ea\u30ea\u30fc\u30b9\u624b\u9806\u304c\u7570\u306a\u308a\u307e\u3059\u3002\u57fa\u76e4\u5074\u304c\u63d0\u4f9b\u3059\u308b\u6a5f\u80fd\u3068\u3001\u30c7\u30fc\u30bf\u30c1\u30fc\u30e0\u3084\u30e2\u30c7\u30eb\u958b\u767a\u30c1\u30fc\u30e0\u304c\u8cac\u4efb\u3092\u6301\u3064\u7bc4\u56f2\u3082\u660e\u78ba\u306b\u3057\u307e\u3059\u3002KPI\u306f\u3001\u30e2\u30c7\u30eb\u7cbe\u5ea6\u3060\u3051\u3067\u306a\u304f\u3001\u518d\u5b66\u7fd2\u306e\u6240\u8981\u6642\u9593\u3001\u30ea\u30ea\u30fc\u30b9\u983b\u5ea6\u3001\u969c\u5bb3\u5fa9\u65e7\u6642\u9593\u30011\u56de\u306e\u5b66\u7fd2\u30b3\u30b9\u30c8\u307e\u3067\u542b\u3081\u308b\u3068\u5224\u65ad\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

PoC\u3067\u4ee3\u8868\u30e2\u30c7\u30eb\u3092\u7e26\u306b\u901a\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

PoC\u3067\u306f\u3001\u6a5f\u80fd\u3092\u6a2a\u306b\u5e83\u3052\u308b\u524d\u306b\u4e00\u3064\u306e\u30e2\u30c7\u30eb\u3092\u7e26\u306b\u901a\u3057\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u3001\u524d\u51e6\u7406\u3001\u7279\u5fb4\u91cf\u306e\u751f\u6210\u3001\u5b66\u7fd2\u3001\u8a55\u4fa1\u3001\u6210\u679c\u7269\u306e\u4fdd\u5b58\u3001\u63a8\u8ad6\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u516c\u958b\u3001\u30ed\u30b0\u3068\u30e1\u30c8\u30ea\u30af\u30b9\u306e\u53ce\u96c6\u3092\u6700\u5c0f\u69cb\u6210\u3067\u5b9f\u88c5\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u3001\u540c\u3058\u30b3\u30df\u30c3\u30c8\u3068\u30c7\u30fc\u30bf\u7248\u304b\u3089\u540c\u3058\u7d50\u679c\u3092\u518d\u73fe\u3067\u304d\u308b\u304b\u3001\u5931\u6557\u3057\u305f\u30b8\u30e7\u30d6\u3092\u518d\u5b9f\u884c\u3067\u304d\u308b\u304b\u3001GPU\u3092\u4f7f\u308f\u306a\u3044\u6642\u9593\u306b\u81ea\u52d5\u505c\u6b62\u3067\u304d\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u30022\u301c4\u304b\u6708\u7a0b\u5ea6\u306ePoC\u306b\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u5f8c\u3067\u672c\u756a\u5316\u3059\u308b\u305f\u3081\u306e\u547d\u540d\u898f\u5247\u3001\u6a29\u9650\u3001\u30bf\u30b0\u3001IaC\u306e\u65b9\u91dd\u3092\u5148\u306b\u6c7a\u3081\u308b\u3068\u4f5c\u308a\u76f4\u3057\u3092\u6e1b\u3089\u305b\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u672c\u756a\u5316\u3067\u975e\u6a5f\u80fd\u8981\u4ef6\u3068\u79fb\u884c\u3092\u4ed5\u4e0a\u3052\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u672c\u756a\u5316\u3067\u306f\u3001\u30de\u30eb\u30c1\u30e6\u30fc\u30b6\u30fc\u5206\u96e2\u3001\u8a8d\u8a3c\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5236\u5fa1\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3001\u707d\u5bb3\u5fa9\u65e7\u3001\u76e3\u67fb\u30ed\u30b0\u3001\u53ef\u89b3\u6e2c\u6027\u3001\u8106\u5f31\u6027\u5bfe\u5fdc\u3001\u30e2\u30c7\u30eb\u306e\u627f\u8a8d\u30d5\u30ed\u30fc\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u3092\u65b0\u65e7\u3067\u5207\u308a\u66ff\u3048\u308b\u5834\u5408\u306f\u3001\u6bb5\u968e\u30ea\u30ea\u30fc\u30b9\u3001\u30b7\u30e3\u30c9\u30fc\u63a8\u8ad6\u3001\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u306e\u65b9\u6cd5\u3092\u6c7a\u3081\u307e\u3059\u3002\u904b\u7528\u958b\u59cb\u524d\u306b\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u6b20\u640d\u3057\u305f\u5834\u5408\u3001GPU\u30ce\u30fc\u30c9\u304c\u4e0d\u8db3\u3057\u305f\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u95be\u5024\u3092\u4e0b\u56de\u3063\u305f\u5834\u5408\u306a\u3069\u306e\u969c\u5bb3\u8a13\u7df4\u3092\u884c\u3044\u307e\u3059\u3002\u958b\u767a\u5b8c\u4e86\u306e\u6761\u4ef6\u3092\u300c\u753b\u9762\u304c\u52d5\u304f\u3053\u3068\u300d\u3067\u306f\u306a\u304f\u300c\u518d\u73fe\u53ef\u80fd\u306a\u904b\u7528\u624b\u9806\u304c\u3042\u308a\u3001\u8ab0\u304c\u5bfe\u5fdc\u3059\u308b\u304b\u6c7a\u307e\u3063\u3066\u3044\u308b\u3053\u3068\u300d\u3068\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

Kubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u8cbb\u7528\u3068\u904b\u7528\u8cbb\u7528\u306e\u76f8\u5834<\/strong><\/h2>\n\n\n\n
\n
\n
\"Kubeflow\u306e\u8cbb\u7528\u76f8\u5834\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

Kubeflow\u81ea\u4f53\u306b\u4e00\u5f8b\u306e\u5c0e\u5165\u4fa1\u683c\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4ee5\u4e0b\u306e\u91d1\u984d\u306f\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306e\u4e00\u822c\u7684\u306a\u898f\u6a21\u5225\u76f8\u5834\u3068\u3001Kubernetes\u30fbGPU\u30fbMLOps\u904b\u7528\u306b\u5fc5\u8981\u306a\u5de5\u6570\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u3001\u56fd\u5185\u53d7\u8a17\u958b\u767a\u306e\u898b\u7a4d\u3082\u308a\u521d\u671f\u5024\u3067\u3059\u3002\u5b9f\u969b\u306e\u91d1\u984d\u306f\u3001\u30e2\u30c7\u30eb\u6570\u3001\u5229\u7528\u8005\u6570\u3001GPU\u6a5f\u7a2e\u3001\u30c7\u30fc\u30bf\u91cf\u3001\u53ef\u7528\u6027\u3001\u30c7\u30fc\u30bf\u6240\u5728\u3001\u65e2\u5b58\u57fa\u76e4\u3068\u306e\u9023\u643a\u3001\u4fdd\u5b88\u6642\u9593\u306b\u3088\u3063\u3066\u5909\u308f\u308b\u305f\u3081\u3001PoC\u3067\u5b9f\u6e2c\u3057\u3066\u66f4\u65b0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1aKubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u898b\u7a4d\u76f8\u5834\u3084\u8cbb\u7528\/\u30b3\u30b9\u30c8\/\u5024\u6bb5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n

\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1aKubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u767a\u6ce8\/\u5916\u6ce8\/\u4f9d\u983c\/\u59d4\u8a17\u65b9\u6cd5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n\n

\u521d\u671f\u958b\u767a\u8cbb\u306f300\u4e07\u5186\u304b\u30891\u5104\u5186\u8d85\u307e\u3067\u5e45\u304c\u3042\u308a\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u4e00\u3064\u4f5c\u308b\u5c0f\u898f\u6a21PoC\u306f300\u4e07\u301c800\u4e07\u5186\u7a0b\u5ea6\u3001\u90e8\u9580\u5411\u3051\u306eMLOps\u57fa\u76e4\u306f800\u4e07\u301c2,000\u4e07\u5186\u7a0b\u5ea6\u304c\u76ee\u5b89\u3067\u3059\u3002\u8907\u6570\u30c1\u30fc\u30e0\u304c\u4f7f\u3046\u672c\u756a\u57fa\u76e4\u3067\u3001SSO\u3001\u6a29\u9650\u5206\u96e2\u3001GPU\u30ce\u30fc\u30c9\u3001\u30e2\u30c7\u30eb\u7ba1\u7406\u3001\u76e3\u8996\u3001CI\/CD\u3001\u65e2\u5b58\u30c7\u30fc\u30bf\u9023\u643a\u307e\u3067\u542b\u3081\u308b\u30682,000\u4e07\u301c5,000\u4e07\u5186\u7a0b\u5ea6\u306b\u306a\u308a\u3084\u3059\u3044\u3067\u3059\u3002\u8907\u6570\u30af\u30e9\u30b9\u30bf\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9GPU\u3001\u707d\u5bb3\u5fa9\u65e7\u3001\u53b3\u683c\u306a\u76e3\u67fb\u300124\u6642\u9593\u904b\u7528\u307e\u3067\u542b\u3080\u5168\u793e\u57fa\u76e4\u3067\u306f5,000\u4e07\u301c1.5\u5104\u5186\u4ee5\u4e0a\u3092\u898b\u8fbc\u3080\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u671f\u9593\u306e\u76ee\u5b89\u306f\u3001PoC\u304c2\u301c4\u304b\u6708\u3001\u90e8\u9580\u57fa\u76e4\u304c4\u301c8\u304b\u6708\u3001\u672c\u756a\u30fb\u8907\u6570\u30c1\u30fc\u30e0\u304c6\u301c12\u304b\u6708\u3001\u5168\u793e\u57fa\u76e4\u304c12\u301c24\u304b\u6708\u4ee5\u4e0a\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u8cbb\u7528\u306f\u4eba\u4ef6\u8cbb\u30fb\u30af\u30e9\u30a6\u30c9\u8cbb\u30fb\u4fdd\u5b88\u8cbb\u306b\u5206\u3051\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u521d\u671f\u8cbb\u7528\u306e\u4e2d\u5fc3\u306f\u3001\u8981\u4ef6\u5b9a\u7fa9\u3001\u30af\u30e9\u30b9\u30bf\u8a2d\u8a08\u3001\u30b3\u30f3\u30c6\u30ca\u5316\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5b9f\u88c5\u3001\u30c7\u30fc\u30bf\u9023\u643a\u3001\u30c6\u30b9\u30c8\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u79fb\u884c\u3067\u3059\u3002\u4eba\u6708\u5358\u4fa1\u306f\u3001\u4e00\u822c\u7684\u306a\u4e2d\u5c0f\u958b\u767a\u4f1a\u793e\u306780\u4e07\u301c120\u4e07\u5186\u3001\u5927\u624bSIer\u3067150\u4e07\u301c200\u4e07\u5186\u7a0b\u5ea6\u3068\u3044\u3046\u76ee\u5b89\u304c\u3042\u308a\u307e\u3059\uff08\u51fa\u5178: \u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u516c\u958b\u76f8\u5834\u6574\u7406\u30012026\u5e74\uff09\u3002Kubeflow\u3067\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u3001MLOps\u3001\u30af\u30e9\u30a6\u30c9\u3001\u30c7\u30fc\u30bf\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u5f79\u5272\u304c\u5fc5\u8981\u306b\u306a\u308b\u305f\u3081\u3001\u5358\u7d14\u306a\u753b\u9762\u958b\u767a\u3088\u308a\u4eba\u54e1\u69cb\u6210\u304c\u8907\u96d1\u3067\u3059\u3002\u4fdd\u5b88\u904b\u7528\u306f\u521d\u671f\u958b\u767a\u8cbb\u306e\u5e7415\u301c25\uff05\u7a0b\u5ea6\u3092\u8d77\u70b9\u306b\u3001\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3001CVE\u5bfe\u5fdc\u3001\u76e3\u8996\u3001\u969c\u5bb3\u5bfe\u5fdc\u3001\u30e2\u30c7\u30eb\u518d\u5b66\u7fd2\u306e\u7bc4\u56f2\u3092\u5206\u3051\u3066\u898b\u7a4d\u3082\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u30af\u30e9\u30a6\u30c9\u5b9f\u8cbb\u306fGPU\u3068\u30ce\u30fc\u30c9\u7a3c\u50cd\u3092\u4e2d\u5fc3\u306b\u7ba1\u7406\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u30de\u30cd\u30fc\u30b8\u30c9Kubernetes\u306e\u516c\u5f0f\u6599\u91d1\u4f8b\u3067\u306f\u3001\u6a19\u6e96\u30b5\u30dd\u30fc\u30c8\u306e\u30af\u30e9\u30b9\u30bf\u7ba1\u7406\u6599\u91d1\u304c1\u30af\u30e9\u30b9\u30bf\u30fb1\u6642\u9593\u3042\u305f\u308a0.10\u7c73\u30c9\u30eb\u3001\u62e1\u5f35\u30b5\u30dd\u30fc\u30c8\u3067\u306f0.60\u7c73\u30c9\u30eb\u3067\u3059\uff08\u51fa\u5178: \u30de\u30cd\u30fc\u30b8\u30c9Kubernetes\u516c\u5f0f\u6599\u91d1\u8868\u30012026\u5e74\uff09\u3002730\u6642\u9593\u3067\u8a08\u7b97\u3059\u308b\u3068\u3001\u7ba1\u7406\u6599\u91d1\u3060\u3051\u306a\u3089\u6708\u7d0473\u7c73\u30c9\u30eb\u307e\u305f\u306f\u7d04438\u7c73\u30c9\u30eb\u3067\u3059\u304c\u3001\u30ef\u30fc\u30ab\u30fc\u30ce\u30fc\u30c9\u3001GPU\u3001\u6c38\u7d9a\u30c7\u30a3\u30b9\u30af\u3001\u30ed\u30fc\u30c9\u30d0\u30e9\u30f3\u30b5\u3001\u30ed\u30b0\u3001IP\u3001\u30ea\u30fc\u30b8\u30e7\u30f3\u9593\u901a\u4fe1\u306f\u5225\u6599\u91d1\u3067\u3059\u3002\u958b\u767a\u74b0\u5883\u306fCPU\u4e2d\u5fc3\u3067\u670810\u4e07\u301c40\u4e07\u5186\u3001\u672c\u756a\u306eCPU\u30fb\u30b9\u30c8\u30ec\u30fc\u30b8\u30fb\u76e3\u8996\u3067\u670830\u4e07\u301c150\u4e07\u5186\u3001GPU\u5b66\u7fd2\u3092\u5b9a\u5e38\u904b\u7528\u3059\u308b\u5834\u5408\u306f\u670850\u4e07\u301c500\u4e07\u5186\u4ee5\u4e0a\u3092\u4e88\u7b97\u5316\u3057\u3001\u30a2\u30a4\u30c9\u30eb\u6642\u9593\u3092\u6e1b\u3089\u3059\u81ea\u52d5\u505c\u6b62\u3084Spot\u30fb\u4e88\u7d04\u5229\u7528\u306e\u53ef\u5426\u3082\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

Kubeflow\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u904b\u7528\u3067\u78ba\u8a8d\u3059\u308b\u3053\u3068<\/strong><\/h2>\n\n\n\n
\n
\n
\"Kubeflow\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u904b\u7528\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

AI\u57fa\u76e4\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3060\u3051\u3067\u306a\u304f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3001\u30b3\u30f3\u30c6\u30ca\u3001\u8a8d\u8a3c\u60c5\u5831\u3001\u63a8\u8ad6API\u3001\u30ed\u30b0\u304c\u653b\u6483\u3084\u8aa4\u64cd\u4f5c\u304b\u3089\u5b88\u3089\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002Kubeflow\u306e\u914d\u5e03\u7248\u3067\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u304c\u5f37\u5316\u3055\u308c\u3066\u3082\u3001\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u5206\u985e\u3001\u6a29\u9650\u3001\u4fdd\u7ba1\u5834\u6240\u3001\u76e3\u67fb\u65b9\u91dd\u3092\u81ea\u52d5\u7684\u306b\u6e80\u305f\u3059\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u8a2d\u8a08\u6bb5\u968e\u304b\u3089\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u904b\u7528\u3092\u8981\u4ef6\u306b\u542b\u3081\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u8a8d\u8a3c\u30fb\u8a8d\u53ef\u3068\u30c6\u30ca\u30f3\u30c8\u5206\u96e2\u3092\u5148\u306b\u8a2d\u8a08\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5229\u7528\u8005\u3092\u8a8d\u8a3c\u3059\u308b\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3001\u8ab0\u304c\u3069\u306eNamespace\u3001\u30c7\u30fc\u30bf\u3001GPU\u3001\u30e2\u30c7\u30eb\u3001\u63a8\u8ad6\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u304b\u3092\u5206\u3051\u307e\u3059\u3002\u30b7\u30f3\u30b0\u30eb\u30b5\u30a4\u30f3\u30aa\u30f3\u3001\u30b0\u30eb\u30fc\u30d7\u3068\u30ed\u30fc\u30eb\u306e\u5bfe\u5fdc\u3001\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u3001\u79d8\u5bc6\u60c5\u5831\u306e\u4fdd\u7ba1\u3001\u7ba1\u7406\u8005\u6a29\u9650\u306e\u7533\u8acb\u3068\u671f\u9650\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u30c1\u30fc\u30e0\u9593\u3067\u30c7\u30fc\u30bf\u3092\u6df7\u305c\u306a\u3044\u5834\u5408\u306f\u3001Namespace\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30dd\u30ea\u30b7\u30fc\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u30d0\u30b1\u30c3\u30c8\u3001\u30e2\u30c7\u30eb\u30ec\u30b8\u30b9\u30c8\u30ea\u306e\u6a29\u9650\u3092\u4e00\u8cab\u3055\u305b\u307e\u3059\u3002\u30c6\u30b9\u30c8\u3067\u306f\u3001\u8a31\u53ef\u3055\u308c\u305f\u64cd\u4f5c\u3060\u3051\u3067\u306a\u304f\u3001\u5225\u30c1\u30fc\u30e0\u306e\u30c7\u30fc\u30bf\u304c\u898b\u3048\u306a\u3044\u3053\u3068\u3082\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u30e2\u30c7\u30eb\u306e\u30ac\u30d0\u30ca\u30f3\u30b9\u3092\u5b9a\u7fa9\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u306f\u3001\u500b\u4eba\u60c5\u5831\u3001\u6a5f\u5bc6\u60c5\u5831\u3001\u8457\u4f5c\u7269\u3001\u5951\u7d04\u4e0a\u306e\u5229\u7528\u5236\u9650\u304c\u542b\u307e\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u5229\u7528\u76ee\u7684\u3001\u53d6\u5f97\u5143\u3001\u4fdd\u5b58\u671f\u9593\u3001\u524a\u9664\u65b9\u6cd5\u3001\u56fd\u5916\u79fb\u8ee2\u3001\u7b2c\u4e09\u8005\u63d0\u4f9b\u3084\u59d4\u8a17\u306e\u6271\u3044\u3092\u53f0\u5e33\u306b\u8a18\u9332\u3057\u3001\u5b66\u7fd2\u524d\u306b\u78ba\u8a8d\u3057\u307e\u3059\u3002\u500b\u4eba\u60c5\u5831\u4fdd\u8b77\u59d4\u54e1\u4f1a\u306f\u3001\u751f\u6210AI\u30b5\u30fc\u30d3\u30b9\u3078\u500b\u4eba\u60c5\u5831\u3092\u5165\u529b\u3059\u308b\u5834\u5408\u3001\u5229\u7528\u76ee\u7684\u306e\u9054\u6210\u306b\u5fc5\u8981\u306a\u7bc4\u56f2\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3088\u3046\u6ce8\u610f\u559a\u8d77\u3057\u3066\u3044\u307e\u3059\uff08\u51fa\u5178: \u500b\u4eba\u60c5\u5831\u4fdd\u8b77\u59d4\u54e1\u4f1a\u30012023\u5e74\uff09\u3002Kubeflow\u306e\u5185\u90e8\u3067\u5b66\u7fd2\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u30c7\u30fc\u30bf\u306e\u30b3\u30d4\u30fc\u3001\u30ed\u30b0\u51fa\u529b\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u306b\u500b\u4eba\u60c5\u5831\u304c\u6b8b\u3089\u306a\u3044\u8a2d\u8a08\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u76e3\u8996\u30fb\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u30fb\u969c\u5bb3\u5bfe\u5fdc\u3092\u5e73\u5e38\u696d\u52d9\u306b\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

2026\u5e74\u306e\u516c\u5f0f\u30ea\u30ea\u30fc\u30b9\u6848\u5185\u3067\u306f\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30b5\u30dd\u30fc\u30c8\u306f\u304a\u304a\u3080\u306d6\u304b\u6708\u306e\u30d9\u30b9\u30c8\u30a8\u30d5\u30a9\u30fc\u30c8\u3067\u3001\u5b9a\u671f\u7684\u306a\u66f4\u65b0\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u51fa\u5178: Kubeflow Community Distribution 26.03.1\u30ea\u30ea\u30fc\u30b9\u6848\u5185\u30012026\u5e74\uff09\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u5c0e\u5165\u6642\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u56fa\u5b9a\u3057\u3066\u7d42\u308f\u308a\u306b\u306f\u3067\u304d\u307e\u305b\u3093\u3002\u4e92\u63db\u6027\u306e\u3042\u308b\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u624b\u9806\u3001\u691c\u8a3c\u7528\u30af\u30e9\u30b9\u30bf\u3001\u30de\u30cb\u30d5\u30a7\u30b9\u30c8\u306e\u7ba1\u7406\u3001\u8106\u5f31\u6027\u306e\u512a\u5148\u5ea6\u4ed8\u3051\u3001\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3001\u5909\u66f4\u627f\u8a8d\u3092\u904b\u7528\u306b\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002\u76e3\u8996\u3067\u306f\u3001CPU\u3084GPU\u306e\u4f7f\u7528\u7387\u3060\u3051\u3067\u306a\u304f\u3001\u30b8\u30e7\u30d6\u5f85\u3061\u6642\u9593\u3001\u5931\u6557\u7387\u3001\u63a8\u8ad6\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u30a8\u30e9\u30fc\u7387\u3001\u30c7\u30fc\u30bf\u30c9\u30ea\u30d5\u30c8\u3001\u30e2\u30c7\u30eb\u7cbe\u5ea6\u3001\u8cbb\u7528\u4e0a\u9650\u3092\u898b\u3048\u308b\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

Kubeflow\u306e\u958b\u767a\u4f1a\u793e\/\u30d9\u30f3\u30c0\u30fc\u306e\u9078\u3073\u65b9<\/strong><\/h2>\n\n\n\n
\n
\n
\"Kubeflow\u306e\u958b\u767a\u4f1a\u793e\u3068\u30d9\u30f3\u30c0\u30fc\u9078\u3073\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

Kubeflow\u306e\u958b\u767a\u4f1a\u793e\u3084\u30d9\u30f3\u30c0\u30fc\u3092\u9078\u3076\u3068\u304d\u306f\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u7d4c\u9a13\u306e\u6709\u7121\u3060\u3051\u3067\u5224\u65ad\u3057\u307e\u305b\u3093\u3002Kubernetes\u3092\u672c\u756a\u3067\u904b\u7528\u3057\u305f\u5b9f\u7e3e\u3001GPU\u3084\u30c7\u30fc\u30bf\u57fa\u76e4\u3068\u306e\u63a5\u7d9a\u3001\u8a8d\u8a3c\u30fb\u8a8d\u53ef\u3001\u30e2\u30c7\u30eb\u76e3\u8996\u3001\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3001\u969c\u5bb3\u5bfe\u5fdc\u307e\u3067\u3092\u4e00\u3064\u306e\u8cac\u4efb\u7bc4\u56f2\u3068\u3057\u3066\u8aac\u660e\u3067\u304d\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u30af\u30e9\u30a6\u30c9\u4e8b\u696d\u8005\u3001\u5546\u7528\u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u63d0\u4f9b\u8005\u3001\u53d7\u8a17\u958b\u767a\u4f1a\u793e\u3001\u904b\u7528\u30b5\u30fc\u30d3\u30b9\u4f1a\u793e\u3067\u306f\u5f79\u5272\u304c\u7570\u306a\u308b\u305f\u3081\u3001\u5951\u7d04\u4e0a\u306e\u8cac\u4efb\u5206\u754c\u3082\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u5b9f\u7e3e\u306fKubeflow\u5358\u4f53\u3067\u306f\u306a\u304f\u672c\u756a\u6761\u4ef6\u3067\u78ba\u8a8d\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5b9f\u7e3e\u3092\u78ba\u8a8d\u3059\u308b\u969b\u306f\u3001\u5c0e\u5165\u3057\u305f\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u540d\u3060\u3051\u3067\u306a\u304f\u3001\u5229\u7528\u8005\u6570\u3001\u30e2\u30c7\u30eb\u6570\u3001GPU\u306e\u898f\u6a21\u3001\u30c7\u30fc\u30bf\u91cf\u3001\u63a8\u8ad6\u65b9\u5f0f\u3001\u7a3c\u50cd\u6642\u9593\u3001\u969c\u5bb3\u4ef6\u6570\u3001\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u56de\u6570\u3092\u805e\u304d\u307e\u3059\u3002PoC\u3060\u3051\u306e\u7d4c\u9a13\u3068\u300124\u6642\u9593\u7a3c\u50cd\u3059\u308b\u672c\u756a\u57fa\u76e4\u3092\u904b\u7528\u3057\u305f\u7d4c\u9a13\u306f\u5225\u7269\u3067\u3059\u3002\u53ef\u80fd\u3067\u3042\u308c\u3070\u3001\u533f\u540d\u5316\u3055\u308c\u305f\u69cb\u6210\u56f3\u3001\u30c6\u30b9\u30c8\u8a08\u753b\u3001\u904b\u7528\u624b\u9806\u3001\u969c\u5bb3\u5831\u544a\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u30c7\u30fc\u30bf\u9023\u643a\u3084\u3001\u30e2\u30c7\u30eb\u306e\u627f\u8a8d\u30d5\u30ed\u30fc\u3092\u5b9f\u88c5\u3057\u305f\u7d4c\u9a13\u304c\u3042\u308b\u304b\u3082\u3001\u898b\u7a4d\u3082\u308a\u306e\u7cbe\u5ea6\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u63d0\u6848\u66f8\u3068\u898b\u7a4d\u66f8\u306e\u8cac\u4efb\u5206\u754c\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u63d0\u6848\u66f8\u306b\u306f\u3001Kubeflow\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3001Kubernetes\u306e\u69cb\u6210\u3001GPU\u306e\u7a2e\u985e\u3068\u53f0\u6570\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u8a8d\u8a3c\u65b9\u5f0f\u3001\u76e3\u8996\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3001\u30c6\u30b9\u30c8\u3001\u6559\u80b2\u3001\u5f15\u304d\u6e21\u3057\u7269\u3092\u660e\u8a18\u3057\u3066\u3082\u3089\u3044\u307e\u3059\u3002\u300c\u4e00\u5f0f\u300d\u3084\u300c\u6a19\u6e96\u69cb\u6210\u300d\u3060\u3051\u3067\u306f\u3001\u3042\u3068\u304b\u3089\u8ffd\u52a0\u8cbb\u7528\u304c\u767a\u751f\u3057\u3084\u3059\u3044\u3067\u3059\u3002\u8981\u4ef6\u5b9a\u7fa9\u3001\u8a2d\u8a08\u3001\u5b9f\u88c5\u3001\u30c6\u30b9\u30c8\u3001\u79fb\u884c\u3001\u904b\u7528\u5f15\u304d\u7d99\u304e\u3092\u5de5\u7a0b\u5225\u306b\u5206\u3051\u3001\u542b\u307e\u308c\u306a\u3044\u4f5c\u696d\u3082\u8a18\u8f09\u3057\u307e\u3059\u3002\u518d\u59d4\u8a17\u306e\u7bc4\u56f2\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3068IaC\u306e\u6240\u6709\u6a29\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u66f4\u65b0\u8cac\u4efb\u3001\u8106\u5f31\u6027\u5bfe\u5fdc\u306e\u671f\u9650\u3001\u969c\u5bb3\u6642\u306e\u9023\u7d61\u7d4c\u8def\u3082\u5951\u7d04\u524d\u306b\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u5c0e\u5165\u5f8c\u306e\u652f\u63f4\u4f53\u5236\u3068\u64a4\u9000\u6761\u4ef6\u3082\u78ba\u8a8d\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5c0e\u5165\u5f8c\u306b\u8ab0\u304c\u30af\u30e9\u30b9\u30bf\u3092\u66f4\u65b0\u3057\u3001\u8ab0\u304c\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u4f4e\u4e0b\u3092\u5224\u65ad\u3057\u3001\u8ab0\u304cGPU\u8cbb\u7528\u3092\u7ba1\u7406\u3059\u308b\u306e\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002\u5e73\u65e5\u65e5\u4e2d\u306e\u307f\u306e\u652f\u63f4\u304b\u3001\u591c\u9593\u4f11\u65e5\u3092\u542b\u3080\u304b\u3001\u521d\u52d5\u6642\u9593\u3068\u5fa9\u65e7\u76ee\u6a19\u306f\u4f55\u5206\u30fb\u4f55\u6642\u9593\u304b\u3092SLA\u306b\u843d\u3068\u3057\u307e\u3059\u3002\u307e\u305f\u3001Kubeflow\u3092\u4f7f\u3044\u7d9a\u3051\u306a\u3044\u5834\u5408\u306e\u30c7\u30fc\u30bf\u30fb\u30e2\u30c7\u30eb\u30fb\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u53d6\u308a\u51fa\u3057\u65b9\u6cd5\u3082\u78ba\u8a8d\u3057\u307e\u3059\u3002\u7279\u5b9a\u306e\u62c5\u5f53\u8005\u3084\u72ec\u81ea\u30c4\u30fc\u30eb\u306b\u4f9d\u5b58\u3057\u306a\u3044\u3088\u3046\u3001\u6a19\u6e96\u7684\u306a\u30b3\u30f3\u30c6\u30ca\u3001Git\u3001IaC\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u5f62\u5f0f\u3067\u5f15\u304d\u6e21\u305b\u308b\u4f53\u5236\u3092\u9078\u3076\u3068\u3001\u5c06\u6765\u306e\u79fb\u884c\u30ea\u30b9\u30af\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1aKubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e\/\u30d9\u30f3\u30c0\u30fc6\u9078\u3068\u9078\u3073\u65b9<\/a><\/p>\n\n\n\n

Kubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f<\/strong><\/h2>\n\n\n\n
\n
\n
\"Kubeflow\u306e\u3088\u304f\u3042\u308b\u8cea\u554f\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

Kubeflow\u306e\u5c0e\u5165\u3067\u306f\u3001\u8cbb\u7528\u3001\u96e3\u6613\u5ea6\u3001\u4ee3\u66ff\u624b\u6bb5\u3001\u30af\u30e9\u30a6\u30c9\u9078\u629e\u306b\u3064\u3044\u3066\u8cea\u554f\u304c\u591a\u304f\u306a\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u793e\u5185\u7a1f\u8b70\u3084RFP\u3092\u4f5c\u308b\u524d\u306b\u78ba\u8a8d\u3057\u305f\u3044\u4ee3\u8868\u7684\u306a\u7591\u554f\u3078\u3001\u5224\u65ad\u57fa\u6e96\u3092\u5148\u306b\u56de\u7b54\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

Kubeflow\u306f\u7121\u6599\u3067\u4f7f\u3048\u307e\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3068\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u305f\u3081\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u8cbb\u7528\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002\u305f\u3060\u3057\u3001Kubernetes\u3001CPU\u30fbGPU\u30ce\u30fc\u30c9\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u901a\u4fe1\u3001\u76e3\u8996\u3001\u4eba\u4ef6\u8cbb\u3001\u4fdd\u5b88\u8cbb\u306f\u5225\u9014\u5fc5\u8981\u3067\u3059\u3002\u7121\u6599\u3068\u3044\u3046\u8a00\u8449\u306f\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u6761\u4ef6\u3092\u793a\u3059\u3060\u3051\u306a\u306e\u3067\u3001\u5c0e\u5165\u5224\u65ad\u3067\u306f\u521d\u671f\u958b\u767a\u8cbb\u3068\u6708\u984d\u5b9f\u8cbb\u3001\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3092\u542b\u3080\u7dcf\u984d\u3067\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

Kubernetes\u672a\u7d4c\u9a13\u3067\u3082Kubeflow\u3092\u5c0e\u5165\u3067\u304d\u307e\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5c0e\u5165\u306f\u53ef\u80fd\u3067\u3059\u304c\u3001Kubernetes\u672a\u7d4c\u9a13\u306e\u307e\u307e\u672c\u756a\u904b\u7528\u307e\u3067\u81ea\u793e\u3060\u3051\u3067\u62c5\u3046\u306e\u306f\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002\u307e\u305a\u306f\u30de\u30cd\u30fc\u30b8\u30c9Kubernetes\u3084\u5c0f\u898f\u6a21\u306a\u691c\u8a3c\u74b0\u5883\u3067\u3001\u30b3\u30f3\u30c6\u30ca\u3001Namespace\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u8a8d\u8a3c\u3001\u30ed\u30b0\u306e\u57fa\u790e\u3092\u5b66\u3073\u307e\u3059\u3002\u5916\u90e8\u652f\u63f4\u3092\u4f7f\u3046\u5834\u5408\u3082\u3001\u69cb\u7bc9\u3092\u4e38\u6295\u3052\u305b\u305a\u3001IaC\u3001\u904b\u7528\u624b\u9806\u3001\u969c\u5bb3\u8a13\u7df4\u3001\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u8a08\u753b\u3092\u5f15\u304d\u6e21\u3057\u3066\u3082\u3089\u3046\u3068\u3001\u9577\u671f\u7684\u306a\u4f9d\u5b58\u3092\u6e1b\u3089\u305b\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u30af\u30e9\u30a6\u30c9\u3068\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u306e\u3069\u3061\u3089\u304c\u5411\u3044\u3066\u3044\u307e\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u77ed\u671f\u9593\u3067\u8a08\u7b97\u8cc7\u6e90\u3092\u5897\u6e1b\u3057\u305f\u3044\u3001\u904b\u7528\u3092\u6a19\u6e96\u5316\u3057\u305f\u3044\u5834\u5408\u306f\u30af\u30e9\u30a6\u30c9\u304c\u5411\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3092\u793e\u5916\u3078\u51fa\u305b\u306a\u3044\u3001\u65e2\u5b58GPU\u3092\u6d3b\u7528\u3057\u305f\u3044\u3001\u9577\u6642\u9593\u306e\u5b9a\u5e38\u7a3c\u50cd\u3067\u8a2d\u5099\u3092\u511f\u5374\u3067\u304d\u308b\u5834\u5408\u306f\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3084\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u304c\u5019\u88dc\u306b\u306a\u308a\u307e\u3059\u3002\u5224\u65ad\u3067\u306f\u3001\u521d\u671f\u8a2d\u5099\u8cbb\u3060\u3051\u3067\u306a\u304f\u3001GPU\u306e\u7a3c\u50cd\u7387\u3001\u96fb\u529b\u30fb\u51b7\u5374\u3001\u4fdd\u5b88\u8981\u54e1\u3001\u5897\u8a2d\u671f\u9593\u3001\u30c7\u30fc\u30bf\u8ee2\u9001\u3001\u707d\u5bb3\u5fa9\u65e7\u30925\u5e74\u7a0b\u5ea6\u306e\u7dcf\u984d\u3067\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

Kubeflow\u4ee5\u5916\u306e\u9078\u629e\u80a2\u3092\u691c\u8a0e\u3057\u3066\u3082\u3088\u3044\u3067\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u691c\u8a0e\u3057\u3066\u3088\u3044\u3067\u3059\u3002\u5358\u4e00\u30e2\u30c7\u30eb\u3001\u77ed\u671f\u9593\u306ePoC\u3001\u5229\u7528\u8005\u304c\u5c11\u306a\u3044\u30b1\u30fc\u30b9\u3067\u306f\u3001\u5fc5\u8981\u306aNotebook\u3001\u5b66\u7fd2\u30b8\u30e7\u30d6\u3001\u63a8\u8ad6API\u3060\u3051\u3092\u63d0\u4f9b\u3059\u308b\u30de\u30cd\u30fc\u30b8\u30c9AI\u30b5\u30fc\u30d3\u30b9\u3084\u3001\u65e2\u5b58\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u57fa\u76e4\u306b\u5fc5\u8981\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u8ffd\u52a0\u3059\u308b\u65b9\u304c\u65e9\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u8907\u6570\u30c1\u30fc\u30e0\u3001\u8907\u6570\u30e2\u30c7\u30eb\u3001\u30c7\u30fc\u30bf\u6240\u5728\u306e\u5236\u7d04\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9GPU\u3001\u53ef\u642c\u6027\u3001\u6a19\u6e96\u5316\u304c\u91cd\u8981\u306b\u306a\u3063\u305f\u6bb5\u968e\u3067\u3001Kubeflow\u3092\u542b\u3080\u57fa\u76e4\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002\u6a5f\u80fd\u6570\u3067\u306f\u306a\u304f\u3001KPI\u3001\u904b\u7528\u4f53\u5236\u30015\u5e74\u7dcf\u984d\u3067\u8a55\u4fa1\u3059\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n

\u307e\u3068\u3081\uff1aKubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u6bb5\u968e\u5c0e\u5165\u3068\u904b\u7528\u8a2d\u8a08\u304c\u6210\u529f\u306e\u9375\u3067\u3059<\/strong><\/h2>\n\n\n\n
\n
\n
\"Kubeflow\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u307e\u3068\u3081\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

Kubeflow\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u958b\u767a\u304b\u3089\u672c\u756a\u904b\u7528\u307e\u3067\u3092Kubernetes\u4e0a\u3067\u6a19\u6e96\u5316\u3059\u308b\u305f\u3081\u306e\u6709\u529b\u306a\u57fa\u76e4\u3067\u3059\u3002\u8907\u6570\u30c1\u30fc\u30e0\u3084\u8907\u6570\u30e2\u30c7\u30eb\u3001GPU\u306e\u5171\u6709\u3001\u5b9f\u9a13\u306e\u518d\u73fe\u6027\u3001\u30e2\u30c7\u30eb\u306e\u76e3\u67fb\u3001\u30af\u30e9\u30a6\u30c9\u3084\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3092\u307e\u305f\u3050\u53ef\u642c\u6027\u304c\u5fc5\u8981\u306a\u4f01\u696d\u307b\u3069\u4fa1\u5024\u3092\u51fa\u3057\u3084\u3059\u3044\u3067\u3059\u3002\u4e00\u65b9\u3001OSS\u3067\u3042\u308b\u3053\u3068\u306f\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u304c\u7121\u6599\u306b\u306a\u308b\u3053\u3068\u3092\u610f\u5473\u305b\u305a\u3001\u521d\u671f\u958b\u767a\u8cbb\u3001\u30af\u30e9\u30a6\u30c9\u5b9f\u8cbb\u3001GPU\u3001\u4fdd\u5b88\u3001\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3092\u542b\u3081\u3066\u4e88\u7b97\u5316\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u63a1\u7528\u5224\u65ad\u306fKPI\u30fb\u4f53\u5236\u30fb\u7dcf\u984d\u3067\u884c\u3044\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5c0e\u5165\u3092\u6c7a\u3081\u308b\u3068\u304d\u306f\u3001\u307e\u305a\u4ee3\u8868\u30e2\u30c7\u30eb\u4e00\u3064\u3067\u30c7\u30fc\u30bf\u53d6\u5f97\u304b\u3089\u63a8\u8ad6\u30fb\u76e3\u8996\u307e\u3067\u3092\u691c\u8a3c\u3057\u3001\u5f85\u3061\u6642\u9593\u3001\u518d\u73fe\u6027\u3001GPU\u7a3c\u50cd\u7387\u3001\u7cbe\u5ea6\u3001\u8cbb\u7528\u3092\u8a08\u6e2c\u3057\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001SSO\u3001\u6a29\u9650\u5206\u96e2\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3001\u76e3\u67fb\u3001\u969c\u5bb3\u5bfe\u5fdc\u3001\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3092\u6bb5\u968e\u7684\u306b\u8ffd\u52a0\u3057\u307e\u3059\u3002\u81ea\u793e\u306bKubernetes\u3068MLOps\u306e\u904b\u7528\u4f53\u5236\u304c\u306a\u3044\u5834\u5408\u306f\u3001\u69cb\u7bc9\u652f\u63f4\u3060\u3051\u3067\u306a\u304f\u3001\u904b\u7528\u5f15\u304d\u7d99\u304e\u3001SLA\u3001\u8106\u5f31\u6027\u5bfe\u5fdc\u3001\u30bd\u30fc\u30b9\u3068IaC\u306e\u6240\u6709\u6a29\u307e\u3067\u542b\u3081\u3066\u767a\u6ce8\u5148\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u6b21\u306e\u4e00\u6b69\u306f\u5c0f\u3055\u306aRFP\u3068\u8cbb\u7528\u691c\u8a3c\u3067\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u6b21\u306b\u884c\u3046\u3053\u3068\u306f\u3001\u5bfe\u8c61\u30e2\u30c7\u30eb\u3001\u5229\u7528\u8005\u3001\u30c7\u30fc\u30bf\u91cf\u3001\u5b66\u7fd2\u983b\u5ea6\u3001\u63a8\u8ad6\u65b9\u5f0f\u3001\u76ee\u6a19KPI\u3001\u8a31\u5bb9\u505c\u6b62\u6642\u9593\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6761\u4ef6\u30921\u301c2\u30da\u30fc\u30b8\u306b\u6574\u7406\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u5019\u88dc\u3068\u306a\u308b\u69cb\u6210\u3092\u8907\u6570\u6bd4\u8f03\u3057\u3001PoC\u306e\u7bc4\u56f2\u3068\u672c\u756a\u5316\u306e\u8ffd\u52a0\u6761\u4ef6\u3092\u5206\u3051\u3066\u898b\u7a4d\u3082\u308a\u307e\u3059\u3002Kubeflow\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u81ea\u4f53\u3092\u76ee\u7684\u306b\u305b\u305a\u3001\u30e2\u30c7\u30eb\u3092\u5b89\u5168\u304b\u3064\u518d\u73fe\u53ef\u80fd\u306b\u696d\u52d9\u3078\u5c4a\u3051\u308b\u305f\u3081\u306e\u624b\u6bb5\u3068\u3057\u3066\u3001\u6bb5\u968e\u7684\u306b\u6700\u9069\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u9078\u3073\u307e\u3059\u3002<\/p>\n\n\n\n

\u25bc\u95a2\u9023\u8a18\u4e8b\u4e00\u89a7<\/strong>
\n\u30fbKubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u9032\u3081\u65b9\/\u3084\u308a\u65b9\/\u6d41\u308c\u3084\u65b9\u6cd5\/\u624b\u6cd5\/\u5de5\u7a0b\/\u624b\u9806<\/a>
\n\u30fbKubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e\/\u30d9\u30f3\u30c0\u30fc6\u9078\u3068\u9078\u3073\u65b9<\/a>
\n\u30fbKubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u898b\u7a4d\u76f8\u5834\u3084\u8cbb\u7528\/\u30b3\u30b9\u30c8\/\u5024\u6bb5\u306b\u3064\u3044\u3066<\/a>
\n\u30fbKubeflow\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u767a\u6ce8\/\u5916\u6ce8\/\u4f9d\u983c\/\u59d4\u8a17\u65b9\u6cd5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n\n\n

 <\/p>\n","protected":false},"excerpt":{"rendered":"

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