{"id":10576,"date":"2025-07-28T16:19:32","date_gmt":"2025-07-28T08:19:32","guid":{"rendered":"https:\/\/ai-stack.ai\/kubeflow-ixgpu-tutorial"},"modified":"2025-07-28T17:07:13","modified_gmt":"2025-07-28T09:07:13","slug":"kubeflow-ixgpu-tutorial","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/ja\/kubeflow-ixgpu-tutorial","title":{"rendered":"Kubeflow\u74b0\u5883\u3067GPU\u3092\u7cbe\u5bc6\u306b\u5206\u5272\u30fb\u52b9\u7387\u6d3b\u7528\uff1aINFINITIX\u300cixGPU\u300d\u30e2\u30b8\u30e5\u30fc\u30eb\u5b9f\u8df5\u30ac\u30a4\u30c9"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/kubernetes.io\/\" data-type=\"link\" data-id=\"https:\/\/kubernetes.io\/\" target=\"_blank\" rel=\"noopener\">Kubernetes<\/a>\u3092\u57fa\u76e4\u3068\u3057\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u300c<a href=\"https:\/\/www.kubeflow.org\/\" data-type=\"link\" data-id=\"https:\/\/www.kubeflow.org\/\" target=\"_blank\" rel=\"noopener\">Kubeflow<\/a>\u300d\u306f\u3001\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u3001\u30e2\u30c7\u30eb\u5b66\u7fd2\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3001\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u3001\u76e3\u8996\u307e\u3067\u3001AI\u958b\u767a\u306b\u5fc5\u8981\u306a\u5168\u30d7\u30ed\u30bb\u30b9\u3092\u7d71\u5408\u7684\u306b\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u6a19\u6e96\u5316\u3055\u308c\u305f\u30c4\u30fc\u30eb\u7fa4\u306b\u3088\u308a\u3001AI\u30e2\u30c7\u30eb\u306e\u904b\u7528\u3092\u5927\u5e45\u306b\u7c21\u7d20\u5316\u3067\u304d\u308b\u3053\u3068\u304b\u3089\u3001\u4eca\u3084\u591a\u304f\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3068\u3063\u3066\u6b20\u304b\u305b\u306a\u3044\u958b\u767a\u57fa\u76e4\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u304b\u3057\u3001Kubeflow\u3092\u6d3b\u7528\u3059\u308b\u4e2d\u3067\u591a\u304f\u306e\u958b\u767a\u8005\u304c\u76f4\u9762\u3059\u308b\u306e\u304c\u3001\u300cGPU\u30ea\u30bd\u30fc\u30b9\u306e\u5206\u5272\u304c\u3067\u304d\u306a\u3044\u300d\u3068\u3044\u3046\u8ab2\u984c\u3067\u3059\u3002Kubeflow\u306e\u8a2d\u8a08\u4e0a\u30011\u3064\u306e\u30b3\u30f3\u30c6\u30ca\u304cGPU\u5168\u4f53\u3092\u5c02\u6709\u3057\u3066\u3057\u307e\u3046\u305f\u3081\u3001\u5b9f\u969b\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u5fc5\u8981\u3068\u3055\u308c\u308b\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u5c0f\u3055\u3044\u5834\u5408\u3067\u3082\u3001GPU\u5168\u4f53\u304c\u5360\u6709\u3055\u308c\u3066\u3057\u307e\u3044\u3001\u8cb4\u91cd\u306aGPU\u30ea\u30bd\u30fc\u30b9\u304c\u904a\u4f11\u72b6\u614b\u3068\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8a18\u4e8b\u3067\u306f\u3001\u3053\u3046\u3057\u305f\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u958b\u767a\u3055\u308c\u305fINFINITIX\u306e\u300cixGPU\u300d\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u3001Kubeflow\u74b0\u5883\u3067GPU\u3092\u67d4\u8edf\u304b\u3064\u7cbe\u5bc6\u306b\u5206\u5272\u3059\u308b\u65b9\u6cd5\u3092\u3001\u5b9f\u8df5\u5f62\u5f0f\u3067\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002GPU\u30ea\u30bd\u30fc\u30b9\u306e\u6d3b\u7528\u52b9\u7387\u3092\u9ad8\u3081\u305f\u3044\u65b9\u306f\u3001\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Kubeflow\u74b0\u5883\u3067ixGPU\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u3001GPU\u3092\u67d4\u8edf\u306b\u5206\u5272<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ab\u30b9\u30bf\u30e0 YAML PodDefault \u8a2d\u5b9a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7bc0\u3067\u306f\u3001Tesla P4 GPU\u3092\u7528\u3044\u305fGPU\u30e1\u30e2\u30ea\u306e\u5206\u5272\u30c7\u30e2\u3092\u901a\u3058\u3066\u3001ixGPU\u30e2\u30b8\u30e5\u30fc\u30eb\u3092Kubeflow\u306b\u9069\u7528\u3059\u308b\u624b\u9806\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u305d\u306e\u524d\u6e96\u5099\u3068\u3057\u3066\u3001PodDefault\u306e\u8a2d\u5b9a\u3092\u8a18\u8ff0\u3057\u305fYAML\u30d5\u30a1\u30a4\u30eb\u3092\u7528\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u306e\u4f8b\u3067\u306f\u3001\u4ee5\u4e0b\u306e2\u3064\u306eYAML\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\uff1a<br>poddefault1.yaml \u3068 poddefault2.yaml<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u8a18\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u308c\u305e\u308c\u306eYAML\u306b\u5b9a\u7fa9\u3055\u308c\u305fPodDefault\u30ea\u30bd\u30fc\u30b9\u306e\u5185\u5bb9\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>cat poddefault1.yaml<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>cat poddefault2.yaml<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e2\u3064\u306eYAML\u30d5\u30a1\u30a4\u30eb\u306b\u306f\u3001\u7570\u306a\u308bPodDefault\u306e\u8a2d\u5b9a\u304c\u8a18\u8ff0\u3055\u308c\u3066\u304a\u308a\u3001Kubeflow\u74b0\u5883\u5185\u3067\u7279\u5b9a\u306e\u30e9\u30d9\u30eb\u304c\u4ed8\u4e0e\u3055\u308c\u305fPod\u306b\u5bfe\u3057\u3066\u3001Tesla P4\u306eGPU\u30e1\u30e2\u30ea\u30921GB\u30683GB\u306b\u5206\u5272\u3057\u3066\u5272\u308a\u5f53\u3066\u308b\u3088\u3046\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXedVB4s3dQU-iAEOoHgA7ZAsXE2lXU6NFZA_4stGFbnL1cAKEYPguj8ZHbD88B9byqfUXxo9NuS71CCCV0-A2F08qbKVnqUdASHw49z0OVNR5vAG0KhcOQKQD4EXI8w59mBkGzi0g?key=XtIKFmg3kQ0OaKlKQs7Qlg\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u306b\u3001\u4ee5\u4e0b\u306e apply yaml \u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u3001YAML\u30d5\u30a1\u30a4\u30eb\u306b\u8a18\u8ff0\u3055\u308c\u305fPodDefault\u306e\u69cb\u6210\u3001\u3064\u307e\u308aGPU\u306e\u5206\u5272\u8a2d\u5b9a\u3092Kubernetes\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u9069\u7528\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>kubectl apply -f poddefault1.yaml<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>kubectl apply -f poddefault2.yaml<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u306b\u3088\u308a\u3001\u5b9a\u7fa9\u6e08\u307f\u306ePodDefault\u30ea\u30bd\u30fc\u30b9\u304cKubernetes\u74b0\u5883\u306b\u767b\u9332\u3055\u308c\u3001Kubeflow\u306ePod\u304c\u8d77\u52d5\u3059\u308b\u969b\u306b\u3001\u6307\u5b9a\u3055\u308c\u305fGPU\u30e1\u30e2\u30ea\u30b5\u30a4\u30ba\uff081GB\uff0f3GB\uff09\u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d9a\u3051\u3066\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u3001\u73fe\u5728\u30af\u30e9\u30b9\u30bf\u30fc\u4e0a\u306e\u5168Namespace\u306b\u5b58\u5728\u3059\u308bPodDefault\u30ea\u30bd\u30fc\u30b9\u306e\u4e00\u89a7\u3068\u8a73\u7d30\u60c5\u5831\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>kubectl get poddefault -A&nbsp;<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u64cd\u4f5c\u3092\u901a\u3058\u3066\u3001ixGPU\u3092\u7528\u3044\u305fGPU\u30ea\u30bd\u30fc\u30b9\u306e\u7cbe\u5bc6\u306a\u5206\u5272\u3068\u5236\u5fa1\u304c\u3001Kubeflow\u74b0\u5883\u3067\u3082\u30b9\u30e0\u30fc\u30ba\u306b\u5b9f\u73fe\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdJu1fgnq5d-r9-_pYfa_yy-E-aDsVT0ucgbyCdhLUaA_nH_NAyWUNmXywnvb7zStO1I9zAYjlTdnY4xLsToVGU5mqRUzWx6R18bqv4rSTSaUsJlpDeW6jaRG4ej12-Bef043TmCA?key=XtIKFmg3kQ0OaKlKQs7Qlg\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Kubeflow Notebooks \u306b\u304a\u3051\u308bGPU\u5206\u5272\u306e\u5b9f\u884c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e8b\u524d\u306e\u6e96\u5099\u4f5c\u696d\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001Kubeflow\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e0a\u3067\u65b0\u305f\u306aNotebook\u30b3\u30f3\u30c6\u30ca\u306e\u4f5c\u6210\u306b\u9032\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXe4XIh7cTeeSRzlUkSqhg1UCmIlc0kFDbtI5NGMRKAr031XVXug6M7uuPOaOzpoJePWTr0MlwfmA1lOJlUl0zTnhUJBDq8TgjsPBKjm8mnPFeHHsGv0Eiv5ZlRC27YRyCn_F1Ez?key=XtIKFmg3kQ0OaKlKQs7Qlg\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u753b\u9762\u4e0b\u90e8\u306e \u300cAdvanced Options\uff08\u8a73\u7d30\u30aa\u30d7\u30b7\u30e7\u30f3\uff09\u300d \u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u300cConfigurations\u300d \u30bb\u30af\u30b7\u30e7\u30f3\u5185\u306b\u3001\u5148\u307b\u3069\u8ffd\u52a0\u3057\u305f2\u3064\u306eGPU\u30ea\u30bd\u30fc\u30b9\u8a2d\u5b9a\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u3001Tesla P4 1GB \u3068 Tesla P4 3GB \u3068\u3057\u3066\u9078\u629e\u53ef\u80fd\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdrT_lX9Q29ua-5D5WbtyZuobs6-6T09miuFQk6_rX9WiiLEKbjUWl4j7MrLBd0D-GoJyGnp5EpsoGsP3v_qi-gqhVv9OGw12-apHD_7CJIAs7F_x1NspsJOSh6ULDNMpr7mo2xNQ?key=XtIKFmg3kQ0OaKlKQs7Qlg\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u308c\u305e\u308c\u306eNotebook\u30b3\u30f3\u30c6\u30ca\uff08notebook1\uff1a1GB\u5272\u5f53\u3001notebook2\uff1a3GB\u5272\u5f53\uff09\u3092\u4f5c\u6210\u3057\u7d42\u3048\u305f\u3089\u3001\u5b9f\u969b\u306b\u30ea\u30bd\u30fc\u30b9\u306e\u5206\u5272\u304c\u6b63\u3057\u304f\u53cd\u6620\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u306f \u300cCONNECT\u300d\u30dc\u30bf\u30f3 \u3092\u30af\u30ea\u30c3\u30af\u3057\u3001notebook1 \u306e JupyterLab \u74b0\u5883\u3092\u958b\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeeK_mUXlx_l2Ixk-c-OfTdwFsFrrYilrV7OdR6VDLIihM1PYjSxzFarRB3NORLva5MrNY526A48t-X-m2b58MjhPQ9zDmQggLLfJxWT5aUc_zWb08JB2fdsJ6Y9rF1jHfxTDBX2Q?key=XtIKFmg3kQ0OaKlKQs7Qlg\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u306b\u3001Notebook\u5185\u306e\u30bf\u30fc\u30df\u30ca\u30eb\u307e\u305f\u306f\u30bb\u30eb\u4e0a\u3067\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u3001\u73fe\u5728\u3053\u306e\u30b3\u30f3\u30c6\u30ca\u306b\u5272\u308a\u5f53\u3066\u3089\u308c\u3066\u3044\u308bGPU\u30ea\u30bd\u30fc\u30b9\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>!nvidia-smi&nbsp;<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u56f3\u306e\u901a\u308a\u3001notebook1 \u3067\u306fGPU\u30e1\u30e2\u30ea\u304c 1GB \u306b\u5236\u9650\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeSXxefED759gZsHvgZ1qsIMvVP-yxuaZ6YDxAoHeo1ciSmqjyISNUKvdLeRlrztIcu-HMtMdqLYVNWzPicnlkS4S22bdmyHrvD32KobnpJ58QoqQZmxD-ElejLbV_qGitqekky3w?key=XtIKFmg3kQ0OaKlKQs7Qlg\" width=\"677\" height=\"400\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">notebook2 \u306b\u3064\u3044\u3066\u3082\u540c\u69d8\u306e\u624b\u9806\u3067\u64cd\u4f5c\u3092\u9032\u3081\u307e\u3059\u3002\u300cCONNECT\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066JupyterLab\u3092\u8d77\u52d5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img decoding=\"async\" width=\"677\" height=\"237\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfJ2GTB_NwKGBSM-RfoChig3V1wHDIWks5wB1wgKvDDHoRZwGuWKzOeehhJ8alMx2msaWjtsS43t52Pt5HFstQTN3NtR25CBIQPWeSqsuHoHc3CaJEn_xsphjN7hFeznWWfWk_O?key=XtIKFmg3kQ0OaKlKQs7Qlg\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>!nvidia-smi&nbsp;<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u884c\u7d50\u679c\u304b\u3089\u3001\u3053\u306e\u30b3\u30f3\u30c6\u30ca\u306b\u306f3GB\u306eGPU\u30e1\u30e2\u30ea\u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdi8NwwKNnr4LLHLDMCzJySJHKL89fk4gEyt7KczTHcBEMRA-JTFKIuccawd7vWWk0TkcxDSkcXk7cCqT9GJFrFdF_OpnjWIcVQ8dtJq3S5ACT55Uu6BZtyesoK7ypdREn7lats3A?key=XtIKFmg3kQ0OaKlKQs7Qlg\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3067\u3001Kubeflow\u74b0\u5883\u306b\u304a\u3051\u308b\u5358\u4e00GPU\u306e\u67d4\u8edf\u306a\u30ea\u30bd\u30fc\u30b9\u5206\u5272\u304c\u7121\u4e8b\u306b\u5b8c\u4e86\u3057\u307e\u3057\u305f\u3002\u76f4\u611f\u7684\u306a\u64cd\u4f5c\u3067\u7c21\u5358\u306b\u5b9f\u73fe\u3067\u304d\u308b\u3053\u3068\u304c\u3001\u304a\u5206\u304b\u308a\u3044\u305f\u3060\u3051\u305f\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u5f8c\u306f\u3001Kubeflow Pipelines\u4e0a\u3067ixGPU\u3092\u6d3b\u7528\u3057\u3001\u30b8\u30e7\u30d6\u3054\u3068\u306bGPU\u30ea\u30bd\u30fc\u30b9\u3092\u67d4\u8edf\u306b\u5272\u308a\u5f53\u3066\u308b\u69cb\u6210\u4f8b\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5168\u4f53\u3067\u306e\u8a08\u7b97\u52b9\u7387\u3092\u6700\u5927\u5316\u3057\u3001\u3088\u308a\u7cbe\u7dfb\u304b\u3064\u9ad8\u52b9\u7387\u306a\u30ea\u30bd\u30fc\u30b9\u6d3b\u7528\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Kubeflow Pipelines\u306bixGPU\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u7d71\u5408\u3057\u3001GPU\u30ea\u30bd\u30fc\u30b9\u3092\u52b9\u7387\u7684\u306b\u5272\u308a\u5f53\u3066\u308b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7ae0\u3067\u306f\u3001ixGPU\u30e2\u30b8\u30e5\u30fc\u30eb\u3092Kubeflow Pipelines\u306b\u7d44\u307f\u8fbc\u307f\u3001\u30b9\u30c6\u30c3\u30d7\u3054\u3068\u306eGPU\u30e1\u30e2\u30ea\u5272\u308a\u5f53\u3066\u3092\u67d4\u8edf\u306b\u5236\u5fa1\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u306e\u4f8b\u3067\u306f\u3001Pipeline\u306b\u4ee5\u4e0b\u306e2\u3064\u306e\u51e6\u7406\u30b9\u30c6\u30fc\u30b8\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Training\uff08\u30e2\u30c7\u30eb\u5b66\u7fd2\uff09<\/li>\n\n\n\n<li>Testing\uff08\u30e2\u30c7\u30eb\u8a55\u4fa1\uff09<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a5f\u68b0\u5b66\u7fd2Pipeline\u306b\u304a\u3051\u308bGPU\u30ea\u30bd\u30fc\u30b9\u5272\u308a\u5f53\u3066\u306e\u4e8b\u524d\u8a2d\u5b9a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kubeflow Pipeline\u3092\u5b9a\u7fa9\u3059\u308b pipeline.py \u306ePython\u30b9\u30af\u30ea\u30d7\u30c8\u5185\u3067\u306f\u3001\u5404\u30b9\u30c6\u30c3\u30d7\u306eGPU\u30ea\u30bd\u30fc\u30b9\u5272\u308a\u5f53\u3066\u3092\u500b\u5225\u306b\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6f14\u7b97\u8ca0\u8377\u304c\u9ad8\u3044Training\u30b9\u30c6\u30c3\u30d7\u306b\u306f3GB\u306eGPU\u30e1\u30e2\u30ea\u3092\u3001\u6bd4\u8f03\u7684\u8efd\u91cf\u306aTesting\u30b9\u30c6\u30c3\u30d7\u306b\u306f1GB\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u5272\u308a\u5f53\u3066\u308b\u3053\u3068\u3067\u3001\u7121\u99c4\u306a\u304f\u6700\u9069\u5316\u3055\u308c\u305f\u30ea\u30bd\u30fc\u30b9\u914d\u5206\u304c\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5177\u4f53\u7684\u306a\u30b3\u30fc\u30c9\u5b9f\u88c5\u306f\u3001\u4ee5\u4e0b\u306e\u56f3\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXf3qf-RQnSsUUqsftjOKkIBOqkSyDYcFErCsfG3VmEX2m_MEQYkH6FaDey1FErcbVH4iZKyD999Olk0z630UzVwP3CZ4QJ6RCCivEFK2DmZ06ggLJ2qP7kUjIGzqdWKUZFfKe6a?key=XtIKFmg3kQ0OaKlKQs7Qlg\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u306b\u3001TERMINAL\u4e0a\u3067\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3001\u5b9a\u7fa9\u6e08\u307f\u306ePipeline\u3092\u30b3\u30f3\u30d1\u30a4\u30eb\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&nbsp;python pipeline.py&nbsp;<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u884c\u5f8c\u3001\u753b\u9762\u5de6\u5074\u306e\u30d5\u30a1\u30a4\u30eb\u30ea\u30b9\u30c8\u306b mnist-pipeline.yaml \u3068\u3044\u3046\u30d5\u30a1\u30a4\u30eb\u304c\u751f\u6210\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u3001Python\u30b9\u30af\u30ea\u30d7\u30c8\u5185\u3067\u8a18\u8ff0\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u6b63\u5e38\u306b\u51e6\u7406\u3055\u308c\u3001Kubeflow Pipelines\u306e\u4ed5\u69d8\u306b\u6e96\u62e0\u3057\u305fYAML\u5f62\u5f0f\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u51fa\u529b\u3055\u308c\u305f\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXc_-Cvrjc6OW8Jcdyh2z-qckDMT5S6O63q8eCBfCCQbm1-OIx0v4TwY89UZ7oeCaMMjh3-9Ouyfqx3JtfyWQJA6brQCk0x58c2Tj2v2qcvHB6n5cokVB2Bwm-lnkDSm8xcKfD43?key=XtIKFmg3kQ0OaKlKQs7Qlg\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Kubeflow\u4e0a\u3067\u306ePipeline\u69cb\u6210<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kubeflow\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e Pipelines \u30da\u30fc\u30b8\u306b\u79fb\u52d5\u3057\u3001\u53f3\u4e0a\u306b\u3042\u308b + Upload pipeline \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXePvGSLReBcyrZo4M_LqVOk7H6jUVDYHLRtp10w-OFNoq5KbdIuJXElVjjHqIGKyvDKfdbsagiByh7HFIXIveFiF-VPG4-VLgO3zsp-UkwR3238cQWzxtrpSUhCEBEaAZI8wyw9nQ?key=XtIKFmg3kQ0OaKlKQs7Qlg\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cUpload a file\u300d \u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3057\u3001\u5148\u307b\u3069\u30b3\u30f3\u30d1\u30a4\u30eb\u3057\u305f mnist-pipeline.yaml \u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u958b\u767a\u30fb\u5b9a\u7fa9\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u3001Kubeflow\u30af\u30e9\u30b9\u30bf\u4e0a\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u3001\u5b9f\u884c\u30fb\u7ba1\u7406\u53ef\u80fd\u306a\u5f62\u5f0f\u306b\u5909\u63db\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u30d7\u30ed\u30bb\u30b9\u3068\u306a\u308a\u307e\u3059\u3002<img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXd4HfuKtaCZSwMnrlUpLT3tjWEEmS5iYlxNmEiPHD--hEdjoaO2z7ZSJtA9gdkObv_yeNpN2agHc31wSihE82ISu7E7tuco5Y4hhgrWT86htLlK6Kee5dKi1pAGsN936ifIajmaTw?key=XtIKFmg3kQ0OaKlKQs7Qlg\" width=\"677\" height=\"377\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001Kubeflow Pipelines\u306e\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u4e0a\u306b\u3001\u6b63\u5e38\u306b\u767b\u9332\u3055\u308c\u305f mnist-pipeline \u306e\u6982\u8981\u30da\u30fc\u30b8\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u304b\u3089\u3001\u753b\u9762\u53f3\u4e0a\u306e&nbsp; + Create run \u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3053\u3068\u3067\u3001\u4f5c\u6210\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5b9f\u884c\u3092\u958b\u59cb\u3067\u304d\u307e\u3059\u3002\u8a2d\u5b9a\u6e08\u307f\u306eGPU\u30ea\u30bd\u30fc\u30b9\u5272\u308a\u5f53\u3066\u306b\u57fa\u3065\u304d\u3001\u5404\u30b9\u30c6\u30fc\u30b8\uff08Training\uff0fTesting\uff09\u304c\u9806\u6b21\u81ea\u52d5\u5b9f\u884c\u3055\u308c\u308b\u6d41\u308c\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdNoKaClJzFIG9nrnG-AQ4kR3R1JoM-4BwIJqhllNzxqCshPi-k0Zd3_MhmFh3K2sDwlZKyst24zIkTND-PjtN63pYt8QtaOALCEn5CS309UehJ9xbYSSrC4pNfmXrDa1PEOMa_Yw?key=XtIKFmg3kQ0OaKlKQs7Qlg\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5b66\u7fd2\u30b9\u30c6\u30fc\u30b8\uff08Training\uff09\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u5404\u30b9\u30c6\u30c3\u30d7\u306e\u8a73\u7d30\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306b\u3001\u8a72\u5f53\u30b8\u30e7\u30d6\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066 \u30ed\u30b0\uff08Logs\uff09 \u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfr5uFMK3aPyYU3d8nYpAaXtAhnVBNx40_vvvXbUlAal0v9vngYJwymLbslFzjOmNQsnLhuro3A4NDf6WlIbwFZSddLj_47O_qFdYj4aKjfySdYUJBI9OhS81RR3miA2Zb574YDLw?key=XtIKFmg3kQ0OaKlKQs7Qlg\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3067\u306f\u30013GB\u306eGPU\u30e1\u30e2\u30ea\u30ea\u30bd\u30fc\u30b9\u306e\u307f\u3092\u4f7f\u7528\u3057\u3066\u3001\u5b66\u7fd2\u30bf\u30b9\u30af\u3092\u6b63\u5e38\u306b\u5b8c\u4e86\u3067\u304d\u305f\u3053\u3068\u304c\u30ed\u30b0\u304b\u3089\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeLI6hZJH_XHzyjCoW9Nq3h0H7rZ4Iluu06E38TJnH24CBZ7-6Fyh-q26st_6ykBDRkgwYMRf2Yu-msv-hiWPsRzP4ZJA1TnO_2-O_PoEn7FmRMMNNuKTEERyr44RW1vJ8NRTZSDQ?key=XtIKFmg3kQ0OaKlKQs7Qlg\" width=\"677\" height=\"380\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d9a\u3044\u3066\u3001Testing\u30b9\u30c6\u30fc\u30b8\u306e\u30ed\u30b0\uff08Logs\uff09 \u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure 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class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Kubeflow\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u591a\u304f\u306e\u958b\u767a\u8005\u306f\u3001\u4f9d\u7136\u3068\u3057\u3066GPU\u30ea\u30bd\u30fc\u30b9\u3092\u5206\u5272\u3067\u304d\u306a\u3044\u3068\u3044\u3046\u554f\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Infinitix\u306eixGPU\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u3063\u3066Kubeflow\u306eGPU\u5206\u5272\u3092\u884c\u3046\u65b9\u6cd5\u3092\u624b\u53d6\u308a\u8db3\u53d6\u308a\u6559\u3048\u307e\u3059\u3002<\/p>\n","protected":false},"author":253372381,"featured_media":10577,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_crdt_document":"","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[96987667,96987663],"tags":[96987823,96988167,96988168,96988170],"class_list":["post-10576","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-product-features","category-technical-support","tag-gpu-ja","tag-ixgpu-ja","tag-kubeflow-ja","tag-gpu"],"blocksy_meta":[],"acf":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/07\/AI%E8%B3%87%E6%96%99%E4%B8%AD%E5%BF%83%E6%98%AF%E4%BB%80%E9%BA%BC-%E8%B7%9F%E5%82%B3%E7%B5%B1%E8%B3%87%E6%96%99%E4%B8%AD%E5%BF%83%E6%9C%89%E4%BB%80%E9%BA%BC%E5%B7%AE%E5%88%A5-3.png?fit=1920%2C1080&quality=100&ct=202603031250&ssl=1","jetpack_shortlink":"https:\/\/wp.me\/ph344V-2KA","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/posts\/10576","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/users\/253372381"}],"replies":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/comments?post=10576"}],"version-history":[{"count":0,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/posts\/10576\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/media\/10577"}],"wp:attachment":[{"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/media?parent=10576"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/categories?post=10576"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/tags?post=10576"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}