{"id":35684,"date":"2020-07-13T02:30:19","date_gmt":"2020-07-12T17:30:19","guid":{"rendered":"https:\/\/www.creationline.com\/?p=35684"},"modified":"2021-09-10T15:04:37","modified_gmt":"2021-09-10T06:04:37","slug":"docker%e3%81%ae%e5%86%8d%e6%a7%8b%e7%af%89%e3%81%a8%e3%80%81%e3%83%a2%e3%83%80%e3%83%b3%e3%81%aa%e3%82%a2%e3%83%97%e3%83%aa%e3%82%b1%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e7%94%a8%e3%81%ae%e5%85%88-2-4","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/cloudnative\/docker\/35684","title":{"rendered":"Docker Enterprise \u306e Kubernetes \u3067 NVIDIA GPU\u30ce\u30fc\u30c9\u3092\u5229\u7528\u3059\u308b\u3002 #docker #mirantis #kubernetes #k8s"},"content":{"rendered":"<\/p>\n<p>\n\u672c\u30d6\u30ed\u30b0\u306f Mirantis\u793e\u306eblog\u8a18\u4e8b\u300c<a href=\"https:\/\/www.mirantis.com\/blog\/nvidia-gpu-nodes-for-docker-enterprise-kubernetes\/\">NVIDIA GPU Nodes for Docker Enterprise Kubernetes<\/a>\u300d\u306e\u7ffb\u8a33\u8a18\u4e8b\u3067\u3059\u3002\n<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2020\/07\/docker-enterprise-tuts-768x576-1-360x270.png\" alt=\"\" width=\"360\" height=\"270\" class=\"alignright size-medium wp-image-35613\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2020\/07\/docker-enterprise-tuts-768x576-1-360x270.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2020\/07\/docker-enterprise-tuts-768x576-1.png 768w\" sizes=\"auto, (max-width: 360px) 100vw, 360px\" \/><\/p>\n<p>\nNVIDIA GPU\u30b5\u30dd\u30fc\u30c8\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30fc\u30bf\u89e3\u6790\u3001\u30e1\u30c7\u30a3\u30a2\u51e6\u7406\u306a\u3069\u8907\u96d1\u306a\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u52a0\u901f\u3057\u307e\u3059\u3002\n<\/p>\n<p>\nDocker Enterprise 3.1\u306b\u542b\u307e\u308c\u3066\u3044\u308b <a href=\"https:\/\/www.mirantis.com\/software\/docker\/kubernetes\/\">Kubernetes<\/a> 1.17\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001GPU\u306b\u5bfe\u5fdc\u3057\u305f Worker\u30ce\u30fc\u30c9\u3092 Kubernetes\u30af\u30e9\u30b9\u30bf\u306b\u7c21\u5358\u306b\u8ffd\u52a0\u3057\u3066\u5229\u7528\u3067\u304d\u307e\u3059\u3002\u7c21\u5358\u306a\u624b\u9806\u3067 GPU \u306e\u8a2d\u5b9a\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>\u4e00\u5ea6\u8a2d\u5b9a\u3092\u3057\u3066\u3057\u307e\u3048\u3070\u3001 \u8a2d\u5b9a\u3057\u305f\u30ce\u30fc\u30c9\u3092 Docker Kubernetes Service \u304c\u81ea\u52d5\u7684\u306b GPU\u5bfe\u5fdc\u30ce\u30fc\u30c9\u3068\u3057\u3066\u8a8d\u8b58\u3057\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f deployment \u306e Tag \u3067\u6307\u5b9a\u3059\u308b\u4e8b\u306b\u3088\u308aGPU\u5bfe\u5fdc\u30ce\u30fc\u30c9\u3092\u5229\u7528\u3057\u307e\u3059\u3002 <\/p>\n<p>\u3053\u306e\u6a5f\u80fd\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\uff08\u304a\u3088\u3073\u30c7\u30b9\u30af\u30c8\u30c3\u30d7\uff09\u7528\u306e NVIDIA GPU \u30dc\u30fc\u30c9\u306e\u666e\u53ca\u3084\u3001\u30d1\u30d6\u30ea\u30c3\u30af\u30af\u30e9\u30a6\u30c9\u30d7\u30ed\u30d0\u30a4\u30c0\u306b\u3088\u308b GPU \u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3092\u642d\u8f09\u3057\u305f\u4eee\u60f3\u30de\u30b7\u30f3\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u306e\u62e1\u5927\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306a\u6628\u4eca\u306eGPU \u306e\u8a08\u7b97\u80fd\u529b\u306e\u5165\u624b\u3057\u6613\u3055\u306b\u5408\u308f\u305b\u3066\u3001\u30b3\u30f3\u30c6\u30ca\u30ec\u30d9\u30eb\u3067\u306e\u5f37\u529b\u306aGPU\u30b5\u30dd\u30fc\u30c8\uff08\u4f8b\u3048\u3070\u30b3\u30f3\u30c6\u30ca\u5316\u3055\u308c\u305f <a href=\"https:\/\/www.tensorflow.org\/install\/gpu\">TensorFlow<\/a> \u306a\u3069\uff09\u306e\u8ffd\u52a0\u306b\u3088\u3063\u3066\u3001AI \u3084\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30fc\u30bf\u89e3\u6790\u304b\u3089\u30b2\u30fc\u30e0\u307e\u3067\u3001\u4eca\u5f8c\u5897\u52a0\u3059\u308b\u65b0\u3057\u3044\u30d3\u30b8\u30cd\u30b9\u30e2\u30c7\u30eb\u306b\u5bfe\u5fdc\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u69cb\u7bc9\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3001Kubernetes \u3092\u5229\u7528\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u6bd4\u8f03\u7684\u9ad8\u4fa1\u306aGPU\u30ea\u30bd\u30fc\u30b9\u306e\u5171\u6709\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e GPU\u30ce\u30fc\u30c9\u3092\u69cb\u6210\u3057\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u3082\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u9ad8\u984d\u306b\u306a\u308a\u304c\u3061\u306a GPU\u30ce\u30fc\u30c9\u306e\u8cbb\u7528\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002\n<\/p>\n<p>\u3067\u306f\u3001\u3055\u3063\u305d\u304f\u59cb\u3081\u307e\u3057\u3087\u3046\u3002\n<\/p>\n<h4>GPU\u5229\u7528\u306e\u30dd\u30a4\u30f3\u30c8<\/h4>\n<p>\u73fe\u5728\u3001GPU\u6a5f\u80fd\u306fLinux\u306e\u307f\u3067\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u305d\u308c\u306b\u306f\u4e92\u63db\u6027\u306e\u3042\u308bNVIDIA\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3082\u5e45\u5e83\u304f\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u8003\u616e\u3059\u3079\u304d\u3053\u3068\u306f\u3001\u5b9f\u884c\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u624b\u5143\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3092\u5229\u7528\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u307b\u3068\u3093\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u57fa\u677f\uff08Tensorflow Docker\u30b3\u30f3\u30c6\u30ca\u306a\u3069\uff09\u306f\u3001NVIDIA\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fcGPU\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u30b3\u30f3\u30b7\u30e5\u30fc\u30de\u5074\u306e\u30c7\u30d7\u30ed\u30a4\u3092\u76ee\u7684\u3068\u3057\u305f\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\uff08\u4f8b\u3048\u3070\u3001<a href=\"https:\/\/github.com\/richstokes\/k8s-fah\">K8s-fah<\/a> \u306e\u3088\u3046\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u8ca2\u732e\u306e\u304a\u304b\u3052\u3067 Kubernetes \u4e0a\u306b\u3082\u30c7\u30d7\u30ed\u30a4\u53ef\u80fd\u306a <a href=\"https:\/\/foldingathome.org\/\">Folding at Home<\/a> \u306a\u3069\uff09\u306f\u3001Amazon G2 \u3084 P3\u3001\u305d\u306e\u4ed6\u306e GPU \u3092\u642d\u8f09\u3057\u305f\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bf\u30a4\u30d7\u304c\u5229\u7528\u3057\u3066\u3044\u308b Tesla M60 \u3084 V100 \u306a\u3069\u306eGPU \u3067\u306f\u3046\u307e\u304f\u52d5\u4f5c\u3057\u306a\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u554f\u984c\u306f\u6280\u8853\u7684\u306a\u4e92\u63db\u6027\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002FAH\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u304c\u5bb6\u5ead\u7528\u306e\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30ab\u30fc\u30c9\u3067\u5b9f\u884c\u3059\u308b\u3088\u3046\u306b\u69cb\u6210\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u512a\u5148\u7684\u306b\u3053\u308c\u3089\u306e\u30c7\u30d0\u30a4\u30b9\u306b\u30ef\u30fc\u30af\u30e6\u30cb\u30c3\u30c8\u3092\u914d\u5e03\u3057\u3066\u3057\u307e\u3044\u3001\u30dc\u30e9\u30f3\u30c6\u30a3\u30a2\u3067\u63d0\u4f9b\u3055\u308c\u305f\u30af\u30e9\u30a6\u30c9GPU\u304c\u30a2\u30a4\u30c9\u30eb\u72b6\u614b\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u3059\u3079\u3066\u306e\u3053\u3068\u306f\u3001\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u304c\u5b9f\u884c\u3055\u308c\u308bGPU\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306b\u7740\u76ee\u3057\u3066\u3001\u614e\u91cd\u306b\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u6e96\u5099\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n<p>\u6b63\u3057\u3044\u30d9\u30fc\u30b9\u30a4\u30e1\u30fc\u30b8\u3092\u9078\u629e\u3057\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3057\u3001\u5b9f\u884c\u3055\u305b\u308b\u30b3\u30f3\u30c6\u30ca\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u305f\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u304c\u7269\u7406GPU\u3078\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u524d\u306b\u3001Dockerfile\u306bNVIDIA Container Toolkit\u3084\u305d\u306e\u4ed6\u306e\u8a2d\u5b9a\u3092\u8ffd\u52a0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>TensorFlow Docker\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306f\u3001GPU\u30b5\u30dd\u30fc\u30c8\u306a\u3057\u306e\u30b3\u30f3\u30c6\u30ca\u3067\u30a2\u30d7\u30ea\u3092\u30d3\u30eb\u30c9\u3057\u3066\u30c7\u30d0\u30c3\u30b0\u3057\u3001\u305d\u306e\u5f8c\u3001GPU\u30b5\u30dd\u30fc\u30c8\u306b\u5909\u66f4\u3057\u3066\u672c\u756a\u74b0\u5883\u306b\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u308b\u3068\u3044\u3046\u70b9\u3067\u512a\u308c\u3066\u3044\u307e\u3059\u3002\u4e00\u822c\u7684\u306b\u3001GPU\u306b\u4f9d\u5b58\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30b3\u30f3\u30c6\u30ca\u5316\u3059\u308b\u3053\u3068\u306b\u306f\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002\u5b9f\u969b\u3001\u30b3\u30f3\u30c6\u30ca\u5316\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u5916\u90e8\u4f9d\u5b58\u6027\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u8a66\u9a13\u74b0\u5883\u3067\u306e\u7d50\u679c\u306e\u518d\u73fe\u6027\u3092\u9ad8\u3081\u308b\u306e\u306b\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<h4>Docker Kubernetes\u7528\u306eGPU\u30ce\u30fc\u30c9\u3092\u8a2d\u5b9a\u3059\u308b<\/h4>\n<p>Docker Enterprise Kubernetes\u30af\u30e9\u30b9\u30bf\u3067GPU\u30ce\u30fc\u30c9\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306e\u6e96\u5099\u306f\u3001\u901a\u5e38\u306eWorker\u30ce\u30fc\u30c9\u3068\u3057\u3066<a href=\"https:\/\/www.mirantis.com\/blog\/mirantis-launchpad-quick-start\/\">\u30af\u30e9\u30b9\u30bf\u306b\u8ffd\u52a0<\/a>\u3059\u308b\u3088\u3046\u306b\u30ce\u30fc\u30c9\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u304b\u3089\u59cb\u307e\u308a\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u30ce\u30fc\u30c9\u3092\u305d\u306e\u307e\u307e\u5229\u7528\u3059\u308b\u304b\u3001GPU\u30c9\u30e9\u30a4\u30d0\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066GPU\u30ce\u30fc\u30c9\u3068\u3057\u3066\u5229\u7528\u3059\u308b\u306e\u304b\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u304b\u3089\u3001Ubuntu Linux 18.04\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305fWorker\u30ce\u30fc\u30c9\u3092GPU\u30ce\u30fc\u30c9\u3068\u3057\u3066Docker Enterprise\u30af\u30e9\u30b9\u30bf\u306b\u8ffd\u52a0\u3059\u308b\u305f\u3081\u306e\u8a2d\u5b9a\u624b\u9806\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u4ed6\u306eOS\u3084\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u30ec\u30b7\u30d4\u306f<a href=\"https:\/\/docs.mirantis.com\/docker-enterprise\/v3.1\/\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u524d\u63d0\u3068\u3057\u3066 Docker Enterprise Engine\u3068UCP\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u524d\u306b\u30db\u30b9\u30c8\u3092\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3057\u3066\u304f\u3060\u3055\u3044\uff08\u6700\u65b0\u306e\u30ab\u30fc\u30cd\u30eb\u304c\u5fc5\u9808\u3067\u3059\uff09\u3002\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001<a href=\"http:\/\/us.download.nvidia.com\/XFree86\/Linux-x86_64\/440.59\/README\/minimumrequirements.html\">\u4f9d\u5b58\u95a2\u4fc2<\/a>\u306e\u3042\u308b\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3067\u3059\u3002Ubuntu 18.04\u306e\u5834\u5408\u306f\u3001pkg-config\uff08NVIDIA\u304c\u30d3\u30eb\u30c9\u3084\u305d\u306e\u4ed6\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306b\u4f7f\u7528\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\uff09\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<pre>\nsudo apt install pkg-config\n<\/pre>\n<p>\u6b21\u306b\u3001\u30d3\u30eb\u30c9\u30c4\u30fc\u30eb\u3068linux-headers\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<pre>\nsudo apt-get install -y gcc make curl linux-headers-$(uname -r)\n<\/pre>\n<p>\u6b21\u306b\u3001i2c_core \u3068 ipmi_msghandler \u30ab\u30fc\u30cd\u30eb\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u9069\u5207\u306b\u914d\u7f6e\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u308c\u3089\u306fCPU\u3068GPU\u9593\u306e\u901a\u4fe1\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<pre>\nsudo modprobe -a i2c_core ipmi_msghandler\n<\/pre>\n<p>\u305d\u3057\u3066\u3001\u518d\u8d77\u52d5\u6642\u306b\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30ea\u30ed\u30fc\u30c9\u3059\u308b\u3088\u3046\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<pre>\necho -e \"i2c_core\\nipmi_msghandler\" | sudo tee \/etc\/modules-load.d\/nvidia.conf\n<\/pre>\n<p>\u305d\u3057\u3066\u3001\u4ee5\u964d\u306e\u4f5c\u696d\u3067\u5229\u7528\u3059\u308b\u30b3\u30de\u30f3\u30c9\u306e\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u3092\u8a2d\u5b9a\u3057\u3001\u9069\u5207\u306a\u5834\u6240\u306bNVIDIA\u30c9\u30e9\u30a4\u30d0\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u4f5c\u6210\u3057\u3001NVIDIA\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3092\u66f4\u65b0\u3057\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u3078\u306e\u30ea\u30f3\u30af\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002<\/p>\n<pre>\nNVIDIA_OPENGL_PREFIX=\/opt\/kubernetes\/nvidia\nsudo mkdir -p $NVIDIA_OPENGL_PREFIX\/lib\necho \"${NVIDIA_OPENGL_PREFIX}\/lib\" | sudo tee \/etc\/ld.so.conf.d\/nvidia.conf\nsudo ldconfig\n<\/pre>\n<p>\u6b21\u306b\u3001\u73fe\u5728\u306e\u30c9\u30e9\u30a4\u30d0\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<pre>\nNVIDIA_DRIVER_VERSION=440.59\n<\/pre>\n<p>curl\u3092\u4f7f\u3063\u3066\u30c9\u30e9\u30a4\u30d0\u306e\u5b9f\u884c\u30d5\u30a1\u30a4\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u3001nvidia.run\u3068\u3057\u3066\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n<pre>\ncurl -LSf https:\/\/us.download.nvidia.com\/XFree86\/Linux-x86_64\/${NVIDIA_DRIVER_VERSION}\/NVIDIA-Linux-x86_64-${NVIDIA_DRIVER_VERSION}.run -o nvidia.run\n<\/pre>\n<p>\u305d\u3057\u3066\u3001\u30c9\u30e9\u30a4\u30d0\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<pre>\nsudo sh nvidia.run --opengl-prefix=\"${NVIDIA_OPENGL_PREFIX}\"\n<\/pre>\n<p>\u30c9\u30e9\u30a4\u30d0\u30a2\u30d7\u30ea\u306f\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u5b8c\u4e86\u3059\u308b\u524d\u306b\u6b21\u306e\u69d8\u306a\u3044\u304f\u3064\u304b\u306e\u8cea\u554f\u3092\u3057\u307e\u3059\u3002<\/p>\n<p>NVIDIA 32\u30d3\u30c3\u30c8\u30c9\u30e9\u30a4\u30d0\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u304b\uff1f(\u7b54\u3048\u306f\u304a\u305d\u3089\u304f\u30ce\u30fc\u3067\u3059)<\/p>\n<p>\u5909\u66f4\u3055\u308c\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u89e3\u6c7a\u3059\u308b\u30c4\u30fc\u30eb ( Xorg ) \u3092\u6301\u3063\u3066\u3044\u306a\u3044\u306e\u3067\u3001\u30a4\u30f3\u30c8\u30fc\u30eb\u306b\u5931\u6557\u3057\u305f\u5834\u5408\u306f Xorg \u306e dev \u30c4\u30fc\u30eb\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3068\u8b66\u544a\u304c\u51fa\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002(\u7b54\u3048\u306f OK \u3067\u3059\u3002\u3053\u308c\u306b\u3064\u3044\u3066\u306f\u5fc3\u914d\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002)<\/p>\n<p>\u518d\u8d77\u52d5\u6642\u306bNVIDIA X\u30c9\u30e9\u30a4\u30d0\u3092\u30ed\u30fc\u30c9\u3059\u308b\u3088\u3046\u306b\u8a2d\u5b9a\u3092\u66f4\u65b0\u3057\u307e\u3059\u304b\uff1f(\u7b54\u3048\u306f\u304a\u305d\u3089\u304fYES\u3067\u3059)<\/p>\n<p>\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u3089\u3001\u5c02\u7528\u306e\u30c7\u30d0\u30a4\u30b9\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3059\u308b NVIDIA \u30ab\u30fc\u30cd\u30eb\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30ed\u30fc\u30c9\u3059\u308b\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<pre>\nsudo tee \/etc\/systemd\/system\/nvidia-modprobe.service << END\n[Unit]\nDescription=NVIDIA modprobe\n\n\n[Service]\nType=oneshot\nRemainAfterExit=yes\nExecStart=\/usr\/bin\/nvidia-modprobe -c0 -u\n\n[Install]\nWantedBy=multi-user.target\nEND\n<\/pre>\n<p>\u305d\u306e\u5f8c\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u6709\u52b9\u306b\u3057\u3066\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n<pre>\nsudo systemctl enable nvidia-modprobe\nsudo systemctl start nvidia-modprobe\n<\/pre>\n<p>\u6700\u5f8c\u306b\u3001nvidia-persistenced\u30c7\u30fc\u30e2\u30f3\u30b5\u30fc\u30d3\u30b9\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<pre>\nsudo tee \/etc\/systemd\/system\/nvidia-persistenced.service << END\n[Unit]\nDescription=NVIDIA Persistence Daemon\nWants=syslog.target\n\n\n[Service]\nType=forking\nPIDFile=\/var\/run\/nvidia-persistenced\/nvidia-persistenced.pid\nRestart=always\nExecStart=\/usr\/bin\/nvidia-persistenced --verbose\nExecStopPost=\/bin\/rm -rf \/var\/run\/nvidia-persistenced\n\n[Install]\nWantedBy=multi-user.target\nEND\n<\/pre>\n<p>\u6709\u52b9\u5316\u3057\u3066\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n<pre>\nsudo systemctl enable nvidia-persistenced\nsudo systemctl start nvidia-persistenced\n<\/pre>\n<p>\u3053\u306e\u6642\u70b9\u3067\u307e\u3060\u5bfe\u8c61\u306eGPU\u30ce\u30fc\u30c9\u3092Docker Enterprise \u306b\u8ffd\u52a0\u51fa\u6765\u3066\u3044\u306a\u3044\u5834\u5408\u306b\u306f\u3001UCP\u306eUI\u304b\u3089\u30af\u30e9\u30b9\u30bf\u306b\u30ce\u30fc\u30c9\u3092\u8ffd\u52a0\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u300cdocker join\u300d\u30b3\u30de\u30f3\u30c9\u3092\u53d6\u5f97\u3057\u3001\u3053\u308c\u3092GPU\u30ce\u30fc\u30c9\u306e\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u306b\u30b3\u30d4\u30fc\u3057\u3066\u3001GPU\u30ce\u30fc\u30c9\u3092\u8ffd\u52a0\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>Docker Enteprise\u306e\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u8a2d\u5b9a\u306b\u3088\u308a\u3001GPU\u30ce\u30fc\u30c9\u304cKubernetes\u30ef\u30fc\u30ab\u30fc\u3068\u3057\u3066\u8ffd\u52a0\u3055\u308c\u307e\u3059\u3002\u3059\u3067\u306b Kubernetes\u306eGPU\u30c7\u30d0\u30a4\u30b9\u30d7\u30e9\u30b0\u30a4\u30f3\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u8ffd\u52a0\u30ce\u30fc\u30c9\u304cGPU\u30ce\u30fc\u30c9\u3067\u3042\u308b\u3053\u3068\u3092Dashboard\u4e0a\u3067\u78ba\u8a8d\u51fa\u6765\u307e\u3059\u3002<\/p>\n<h4>Test Deployment<\/h4>\n<p>\u30c6\u30b9\u30c8\u7528\u306e\u30a4\u30e1\u30fc\u30b8\u3092Docker Hub\u306b\u767b\u9332\u3057\u3066\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3092\u5229\u7528\u3057\u3066kubectl\u3067\u30c6\u30b9\u30c8\u30c7\u30d7\u30ed\u30a4\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u3092\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u306b\u76f4\u63a5\u8cbc\u308a\u4ed8\u3051\u308b\u304b\u3001YAML\u90e8\u5206\u3092\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3057\u3066\u7de8\u96c6\u5f8c\u306b apply \u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30a4\u30e1\u30fc\u30b8\u306f\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u5229\u7528\u53ef\u80fd\u306aGPU\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u60c5\u5831\u3092\u30ed\u30b0\u306b\u8a18\u9332\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre>\nkubectl apply -f- &lt;&lt;EOF\napiVersion: apps\/v1\nkind: Deployment\nmetadata:\n  creationTimestamp: null\n  labels:\n    run: gpu-test\n  name: gpu-test\nspec:\n  replicas: 1\n  selector:\n    matchLabels:\n      run: gpu-test\n  template:\n    metadata:\n      labels:\n        run: gpu-test\n    spec:\n      containers:\n      - command:\n        - sh\n        - -c\n        - \"deviceQuery && sleep infinity\"\n        image: mirantis\/gpu-example:cuda-10.2\n        name: gpu-test\n        resources:\n          limits:\n            nvidia.com\/gpu: \"1\"\nEOF\n<\/pre>\n<p>\u30af\u30e9\u30b9\u30bf\u306b\u8907\u6570\u306e GPU \u307e\u305f\u306f GPU \u30ce\u30fc\u30c9\u304c\u5229\u7528\u53ef\u80fd\u306a\u5834\u5408\u306f\u3001replica\u306e\u6570\u3092\u5909\u66f4\u3057\u3066 Pod \u3092\u5897\u3084\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002Pod \u306f\u3001\u8a18\u8f09\u3055\u308c\u305f replica \u6570\u306b\u5fdc\u3058\u3066 GPU \u30ce\u30fc\u30c9\u306b\u306e\u307f\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3055\u308c\u307e\u3059\u3002\u30b5\u30dd\u30fc\u30c8\u3059\u308b GPU \u5bb9\u91cf\u3092\u8d85\u3048\u308b\u6570\u306e Pod \u3092\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3057\u3088\u3046\u3068\u3059\u308b\u3068\u3001\"Insufficient nvidia.com\/gpu. \"\u3068\u3044\u3046\u6ce8\u91c8\u4ed8\u304d\u306e FailedScheduling \u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n<p>Pod \u3068\u305d\u306e\u72b6\u614b\u3092\u30ea\u30b9\u30c8\u30a2\u30c3\u30d7\u3057\u307e\u3059\u3002<\/p>\n<pre>\n$ kubectl get pods\nNAME                        READY   STATUS    RESTARTS   AGE\ngpu-test-747d746885-hpv74   1\/1     Running   0          14m\n<\/pre>\n<p>\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3067\u30ed\u30b0\u3092\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n<pre>\nkubectl logs &lt; Pod\u306e\u540d\u524d &gt;\n<\/pre>\n<p>\u6700\u5f8c\u306b\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u3066\u3001\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u3092\u524a\u9664\u3057\u307e\u3059\u3002<\/p>\n<pre>\nkubectl delete deployment gpu-test\n<\/pre>\n<h4>\u4eca\u5f8c\u306e\u4e88\u5b9a<\/h4>\n<p>\u3053\u308c\u3067 GPU \u306e\u6e96\u5099\u304c\u6574\u3044\u307e\u3057\u305f\u3002\u73fe\u5728\u3001\u6a5f\u68b0\u5b66\u7fd2\u30c4\u30fc\u30eb\u3092\u8a66\u3057\u3066\u3044\u307e\u3059\u3002\u8fd1\u3005\u3001\u5f93\u6765\u578b (Xeon\u306a\u3069) \u306e (v)CPU \u5bfe GPU \u3067\u306e\u6bd4\u8f03\u7528\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6f14\u7fd2\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u7d50\u679c\u3092\u304a\u4f1d\u3048\u3067\u304d\u308b\u4e88\u5b9a\u3067\u3059\u3002<\/p>\n<p>\nDocker Enterprise 3.1 \u306e\u65b0\u6a5f\u80fd\u306b\u3064\u3044\u3066\u77e5\u308a\u305f\u3044\u5834\u5408\u306f\u3001<a href=\"\/lab\/34919\">Docker Enterprise 3.1 \u6b63\u5f0f\u30ea\u30ea\u30fc\u30b9\uff01<\/a>\u3000\u3082\u3054\u89a7\u304f\u3060\u3055\u3044\u3002\n<\/p>\n<\/p>\n<p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u30d6\u30ed\u30b0\u306f Mirantis\u793e\u306eblog\u8a18\u4e8b\u300cNVIDIA GPU Nodes for Docker Enterprise Kubernetes\u300d\u306e\u7ffb\u8a33\u8a18\u4e8b\u3067\u3059\u3002 NVIDIA GPU\u30b5\u30dd\u30fc\u30c8\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30fc\u30bf\u89e3\u6790\u3001\u30e1 [&#8230;]<\/p>\n","protected":false},"author":35,"featured_media":35613,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[43,122,540],"tags":[],"class_list":["post-35684","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-docker","category-kubernetes","category-mirantis"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Docker Enterprise \u306e Kubernetes \u3067 NVIDIA GPU\u30ce\u30fc\u30c9\u3092\u5229\u7528\u3059\u308b\u3002 #docker #mirantis #kubernetes #k8s - Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3<\/title>\n<meta name=\"description\" content=\"Docker, Kubernetes, Mirantis |\u672c\u30d6\u30ed\u30b0\u306f Mirantis\u793e\u306eblog\u8a18\u4e8b\u300cNVIDIA GPU Nodes for Docker 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