{"id":6146,"date":"2025-01-08T10:05:15","date_gmt":"2025-01-08T01:05:15","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=6146"},"modified":"2026-09-30T16:53:09","modified_gmt":"2026-09-30T07:53:09","slug":"kubeflow_glossary","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/kubeflow_glossary\/","title":{"rendered":"Kubeflow\u3068\u306f\uff1f2026\u5e74\u6700\u65b0\u306e\u6a5f\u80fd\u30fb\u4f7f\u3044\u65b9\u30fbMLOps\u6d3b\u7528\u3092\u5fb9\u5e95\u89e3\u8aac"},"content":{"rendered":"\n

Kubeflow\u3068\u306f\u4f55\u304b\u3092\u521d\u5fc3\u8005\u5411\u3051\u306b\u89e3\u8aac\u3002Kubeflow Pipelines\u3001Trainer\u3001Katib\u3001KServe\u3001Hub\u306a\u3069\u4e3b\u8981\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304b\u3089\u3001LLM\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3001MLOps\u3001Kubernetes\u3068\u306e\u95a2\u4fc2\u30012026\u5e74\u6700\u65b0\u306eKubeflow 26.03.1\u307e\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u30fb\u751f\u6210AI\u57fa\u76e4\u3068\u3057\u3066\u306e\u7279\u5fb4\u3068\u6d3b\u7528\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n

Kubeflow\u3068\u306f\uff1f<\/h2>\n

Kubeflow\u3068\u306f\u3001Kubernetes\u4e0a\u3067\u6a5f\u68b0\u5b66\u7fd2\u3084\u751f\u6210AI\u306e\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u69cb\u7bc9\u30fb\u5b9f\u884c\u30fb\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/strong>\u3067\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3001\u5b66\u7fd2\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u6700\u9069\u5316\u3001\u30e2\u30c7\u30eb\u7ba1\u7406\u3001\u63a8\u8ad6\u307e\u3067\u3092Kubernetes\u74b0\u5883\u3067\u9023\u643a\u3055\u305b\u3089\u308c\u308b\u3053\u3068\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n

\u73fe\u5728\u306eKubeflow\u306f\u5358\u4e00\u306e\u88fd\u54c1\u3068\u3044\u3046\u3088\u308a\u3001Kubeflow Pipelines\u3001Trainer\u3001Katib\u3001KServe\u3001Hub\u3001Notebooks\u306a\u3069\u8907\u6570\u306e\u30b5\u30d6\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304b\u3089\u69cb\u6210\u3055\u308c\u308bAI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u6349\u3048\u308b\u306e\u304c\u9069\u5207\u3067\u3059\u3002\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u3082\u3001\u3053\u308c\u3089\u3092\u7d44\u307f\u5408\u308f\u305b\u3066AI\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u5168\u4f53\u3092\u69cb\u7bc9\u3059\u308b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304cNotebook\u3067\u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u3001\u5b8c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u3092\u5225\u306e\u62c5\u5f53\u8005\u304c\u672c\u756a\u74b0\u5883\u3078\u79fb\u3059\u3068\u3044\u3046\u5206\u696d\u304c\u4e00\u822c\u7684\u3067\u3057\u305f\u3002\u3057\u304b\u3057AI\u3092\u7d99\u7d9a\u7684\u306b\u904b\u7528\u3059\u308b\u306b\u306f\u3001\u5b66\u7fd2\u51e6\u7406\u306e\u518d\u73fe\u6027\u3001GPU\u30ea\u30bd\u30fc\u30b9\u306e\u7ba1\u7406\u3001\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3001\u30c7\u30d7\u30ed\u30a4\u3001\u76e3\u8996\u306a\u3069\u3082\u5fc5\u8981\u3067\u3059\u3002<\/p>\n

Kubeflow\u306f\u3001\u3053\u3046\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092Kubernetes\u306e\u30b3\u30f3\u30c6\u30ca\u30fb\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001MLOps\u3084LLMOps\u306e\u305f\u3081\u306e\u5171\u901a\u57fa\u76e4<\/strong>\u3068\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n

2026\u5e74\u306eKubeflow\u306f\u3069\u3046\u5909\u308f\u3063\u305f\uff1f<\/h2>\n

Kubeflow\u306f2026\u5e74\u306b\u5927\u304d\u306a\u8ee2\u63db\u671f\u3092\u8fce\u3048\u3066\u3044\u307e\u3059\u30022026\u5e743\u6708\u306b\u306fKubeflow Community Distribution 26.03<\/strong>\u304c\u516c\u958b\u3055\u308c\u3001\u30ea\u30ea\u30fc\u30b9\u756a\u53f7\u3082\u5f93\u6765\u306e1.x\u65b9\u5f0f\u304b\u3089Year.Month\u5f62\u5f0f\u3078\u79fb\u884c\u3057\u307e\u3057\u305f\u3002<\/p>\n

\u3055\u3089\u306b26.03.1\u3067\u306f\u3001Kubeflow Pipelines 2.16.1\u3001Trainer 2.2.0\u3001KServe 0.18.0\u3001Hub 0.3.9\u306a\u3069\u304c\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002Kubernetes 1.35\u4ee5\u964d\u3092\u5bfe\u8c61\u3068\u3057\u3001Pipelines\u3001Trainer\u3001KServe\u3001Hub\u306a\u3069\u4e3b\u8981\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u66f4\u65b0\u304c\u9032\u307f\u307e\u3057\u305f\u3002<\/p>\n

2026\u5e74\u306f\u7279\u306bLLM\u306e\u5206\u6563\u5b66\u7fd2\u3001GPU\u5229\u7528\u52b9\u7387\u3001\u30e2\u30c7\u30eb\u30ab\u30bf\u30ed\u30b0\u3001\u751f\u6210AI\u63a8\u8ad6\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u306e\u9023\u643a<\/strong>\u304c\u91cd\u8981\u306a\u30c6\u30fc\u30de\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u30028\u6708\u306b\u306fKubeflow MCP\u3082\u767a\u8868\u3055\u308c\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304cKubeflow\u3092\u4f1a\u8a71\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u304b\u3089\u64cd\u4f5c\u3059\u308b\u305f\u3081\u306e\u4ed5\u7d44\u307f\u3082\u767b\u5834\u3057\u307e\u3057\u305f\u3002<\/p>\n

Kubeflow\u306e\u4e3b\u8981\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8<\/h2>\n

Kubeflow Pipelines<\/h3>\n

Kubeflow Pipelines\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u51e6\u7406\u3092\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3068\u3057\u3066\u5b9a\u7fa9\u3057\u3001\u7e70\u308a\u8fd4\u3057\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u4e2d\u6838\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3059\u3002<\/p>\n

\u4f8b\u3048\u3070\u300c\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u2192\u7279\u5fb4\u91cf\u751f\u6210\u2192\u30e2\u30c7\u30eb\u5b66\u7fd2\u2192\u8a55\u4fa1\u2192\u30e2\u30c7\u30eb\u767b\u9332\u2192\u30c7\u30d7\u30ed\u30a4\u300d\u3068\u3044\u3046\u51e6\u7406\u3092\u4e00\u3064\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u3057\u3066\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n

Pipeline\u3092\u69cb\u6210\u3059\u308b\u51e6\u7406\u306f\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u3057\u3066\u5206\u96e2\u3067\u304d\u3001\u305d\u308c\u305e\u308c\u306e\u5165\u529b\u30fb\u51fa\u529b\u3084\u4f9d\u5b58\u95a2\u4fc2\u3092\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u624b\u4f5c\u696d\u306b\u983c\u3063\u3066\u3044\u305f\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u5316\u3057\u3001\u5b9f\u9a13\u306e\u518d\u73fe\u6027\u3082\u78ba\u4fdd\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n

2026\u5e74\u306e26.03.1\u3067\u306fKFP 2.16.1\u304c\u63a1\u7528\u3055\u308c\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u5468\u8fba\u3084OIDC\u3001\u30ed\u30fc\u30ab\u30eb\u5b9f\u884c\u6a5f\u80fd\u306a\u3069\u3082\u5f37\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

Kubeflow Trainer<\/h3>\n

LLM\u6642\u4ee3\u306eKubeflow\u3067\u7279\u306b\u91cd\u8981\u306a\u306e\u304cTrainer\u3067\u3059\u3002Trainer\u306fKubernetes\u4e0a\u3067\u5927\u898f\u6a21\u306a\u5206\u6563AI\u5b66\u7fd2\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4\u3067\u3001PyTorch\u3001Hugging Face\u3001DeepSpeed\u3001JAX\u3001XGBoost\u306a\u3069\u8907\u6570\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

2026\u5e743\u6708\u306b\u516c\u958b\u3055\u308c\u305fTrainer 2.2\u3067\u306f\u3001JAX\u3068XGBoost\u306eTraining Runtime\u3001HPC\u5411\u3051\u306eFlux Runtime\u3001TrainJob\u306e\u9032\u6357\u30fb\u30e1\u30c8\u30ea\u30af\u30b9\u53ef\u8996\u5316\u306a\u3069\u304c\u8ffd\u52a0\u3055\u308c\u307e\u3057\u305f\u3002\u7570\u306a\u308b\u5b66\u7fd2\u65b9\u5f0f\u3092TrainJob\u3068\u3044\u3046\u7d71\u4e00\u7684\u306a\u62bd\u8c61\u5316\u3067\u6271\u3048\u308b\u70b9\u3082\u91cd\u8981\u3067\u3059\u3002<\/p>\n

LLM\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u8907\u6570GPU\u30fb\u8907\u6570\u30ce\u30fc\u30c9\u3092\u5229\u7528\u3059\u308b\u30b1\u30fc\u30b9\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002Trainer\u306fKubernetes\u306e\u30ea\u30bd\u30fc\u30b9\u7ba1\u7406\u3084\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u5927\u898f\u6a21AI\u5b66\u7fd2\u57fa\u76e4\u3092\u69cb\u7bc9\u3057\u3084\u3059\u304f\u3057\u307e\u3059\u3002<\/p>\n

Katib<\/h3>\n

Katib\u306fKubeflow\u306eAutoML\u30fb\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u6700\u9069\u5316<\/strong>\u3092\u62c5\u5f53\u3059\u308b\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3059\u3002<\/p>\n

\u4f8b\u3048\u3070\u5b66\u7fd2\u7387\u3084\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u306a\u3069\u3092\u5909\u66f4\u3057\u306a\u304c\u3089\u8907\u6570\u306e\u5b9f\u9a13\u3092\u5b9f\u884c\u3057\u3001\u8a55\u4fa1\u6307\u6a19\u304c\u6539\u5584\u3059\u308b\u6761\u4ef6\u3092\u81ea\u52d5\u7684\u306b\u63a2\u7d22\u3067\u304d\u307e\u3059\u3002Bayesian Optimization\u3001Random Search\u3001Hyperband\u306a\u3069\u8907\u6570\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5229\u7528\u3067\u304d\u3001\u5206\u6563\u5b66\u7fd2\u3068\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

2026\u5e74\u306eKubeflow\u3067\u306fTrainer\u3068\u306e\u7d71\u5408\u3082\u9032\u307f\u3001TrainJob\u3092\u5229\u7528\u3057\u305f\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u53ef\u80fd\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n

KServe<\/h3>\n

KServe\u306f\u3001\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092Kubernetes\u4e0a\u3067\u63a8\u8ad6\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3059\u3002<\/p>\n

\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092API\u3068\u3057\u3066\u516c\u958b\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30b9\u30b1\u30fc\u30eb\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u672c\u756a\u74b0\u5883\u306e\u63a8\u8ad6\u51e6\u7406\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n

2026\u5e74\u306eKServe\u3067\u306f\u751f\u6210AI\u5bfe\u5fdc\u304c\u3055\u3089\u306b\u9032\u307f\u3001LLMInferenceService<\/strong>\u306b\u3088\u3063\u3066LLM\u63a8\u8ad6\u3092Kubernetes\u4e0a\u306e\u6a19\u6e96\u7684\u306a\u30ea\u30bd\u30fc\u30b9\u3068\u3057\u3066\u6271\u3046\u65b9\u5411\u304c\u5f37\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u8907\u6570\u30ce\u30fc\u30c9\u306b\u307e\u305f\u304c\u308bLLM\u63a8\u8ad6\u3084\u3001\u63a8\u8ad6\u9700\u8981\u306b\u5fdc\u3058\u305f\u30aa\u30fc\u30c8\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001OpenAI\u4e92\u63dbAPI\u306a\u3069\u3082\u5f37\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u305d\u306e\u305f\u3081\u3001Kubeflow\u306f\u300c\u5b66\u7fd2\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4\u300d\u3060\u3051\u3067\u306f\u306a\u304f\u3001LLM\u3092\u672c\u756a\u74b0\u5883\u3067\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306eAI\u63a8\u8ad6\u57fa\u76e4<\/strong>\u3068\u3057\u3066\u3082\u5229\u7528\u7bc4\u56f2\u3092\u5e83\u3052\u3066\u3044\u307e\u3059\u3002<\/p>\n

Kubeflow Hub<\/h3>\n

\u4ee5\u524dModel Registry\u3068\u547c\u3070\u308c\u3066\u3044\u305f\u6a5f\u80fd\u306f\u30012026\u5e74\u306bKubeflow Hub<\/strong>\u3078\u540d\u79f0\u304c\u5909\u66f4\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n

Hub\u306f\u5358\u7d14\u306a\u30e2\u30c7\u30eb\u30ec\u30b8\u30b9\u30c8\u30ea\u3067\u306f\u306a\u304f\u3001\u30e2\u30c7\u30eb\u306e\u767b\u9332\u30fb\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3092\u884c\u3046Model Registry\u3068\u3001\u5916\u90e8\u30e2\u30c7\u30eb\u3092\u691c\u7d22\u30fb\u767a\u898b\u3059\u308bModel Catalog\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u4ed5\u7d44\u307f\u3067\u3059\u3002\u30e2\u30c7\u30eb\u3092\u300c\u4f5c\u308b\u300d\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u300c\u63a2\u3059\u300d\u300c\u7ba1\u7406\u3059\u308b\u300d\u300c\u672c\u756a\u3078\u5c55\u958b\u3059\u308b\u300d\u307e\u3067\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n

26.03.1\u3067\u306f\u30e2\u30c7\u30eb\u30ab\u30bf\u30ed\u30b0\u306e\u691c\u7d22\u30fb\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3084\u3001Hugging Face\u304b\u3089\u30e2\u30c7\u30eb\u3092\u53d6\u5f97\u3059\u308b\u6a5f\u80fd\u306a\u3069\u3082\u5f37\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306bMCP Catalog\u3082Hub\u306b\u7d71\u5408\u3055\u308c\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5411\u3051\u30c4\u30fc\u30eb\u306e\u691c\u7d22\u30fb\u7ba1\u7406\u3068\u3044\u3046\u9818\u57df\u306b\u3082\u62e1\u5f35\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

Kubeflow\u3067\u4f55\u304c\u3067\u304d\u308b\uff1f\u4ee3\u8868\u7684\u306a\u6d3b\u7528\u4f8b<\/h2>\n

Kubeflow\u306f\u3001\u4f01\u696d\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u958b\u767a\u304b\u3089\u751f\u6210AI\u307e\u3067\u5e45\u5e83\u304f\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u4f8b\u3048\u3070\u9700\u8981\u4e88\u6e2c\u3067\u306f\u3001\u30c7\u30fc\u30bf\u3092\u524d\u51e6\u7406\u3057\u3001\u7279\u5fb4\u91cf\u3092\u751f\u6210\u3057\u3066\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3057\u3001\u7cbe\u5ea6\u3092\u8a55\u4fa1\u3057\u305f\u3046\u3048\u3067\u30e2\u30c7\u30eb\u3092\u767b\u9332\u3059\u308b\u51e6\u7406\u3092Pipeline\u3068\u3057\u3066\u81ea\u52d5\u5316\u3067\u304d\u307e\u3059\u3002\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u304c\u8ffd\u52a0\u3055\u308c\u305f\u969b\u306b\u540c\u3058\u51e6\u7406\u3092\u518d\u5b9f\u884c\u3067\u304d\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u66f4\u65b0\u306e\u6a19\u6e96\u5316\u306b\u3082\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n

LLM\u3067\u306f\u3001Trainer\u3092\u4f7f\u3063\u3066GPU\u30af\u30e9\u30b9\u30bf\u4e0a\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u65bd\u3057\u3001Katib\u3067\u5b66\u7fd2\u6761\u4ef6\u3092\u63a2\u7d22\u3057\u307e\u3059\u3002\u5b8c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u306fHub\u3067\u7ba1\u7406\u3057\u3001KServe\u3067\u63a8\u8ad6API\u3068\u3057\u3066\u63d0\u4f9b\u3059\u308b\u3068\u3044\u3046\u69cb\u6210\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n

\u3064\u307e\u308a\u3001Pipelines\u3067\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3001Trainer\u3067\u5b66\u7fd2\u3001Katib\u3067\u6700\u9069\u5316\u3001Hub\u3067\u30e2\u30c7\u30eb\u7ba1\u7406\u3001KServe\u3067\u63a8\u8ad6<\/strong>\u3068\u3044\u3046\u5f79\u5272\u5206\u62c5\u306b\u3088\u3063\u3066\u3001AI\u958b\u767a\u304b\u3089\u904b\u7528\u307e\u3067\u3092\u4e00\u3064\u306e\u57fa\u76e4\u306b\u307e\u3068\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n

Kubeflow\u306e\u30e1\u30ea\u30c3\u30c8<\/h2>\n

Kubeflow\u306e\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u306f\u3001Kubernetes\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u6a5f\u68b0\u5b66\u7fd2\u30fb\u751f\u6210AI\u306b\u6d3b\u7528\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002CPU\u3060\u3051\u3067\u306a\u304fGPU\u3092\u542b\u3080\u8a08\u7b97\u8cc7\u6e90\u3092\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u5fdc\u3058\u3066\u5272\u308a\u5f53\u3066\u3089\u308c\u308b\u305f\u3081\u3001\u5927\u898f\u6a21AI\u51e6\u7406\u3068\u306e\u76f8\u6027\u304c\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n

\u307e\u305f\u3001Pipeline\u306b\u3088\u3063\u3066\u51e6\u7406\u3092\u30b3\u30fc\u30c9\u5316\u3067\u304d\u308b\u305f\u3081\u3001\u6a5f\u68b0\u5b66\u7fd2\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u518d\u73fe\u6027\u3092\u9ad8\u3081\u3089\u308c\u307e\u3059\u3002\u8907\u6570\u306e\u30c1\u30fc\u30e0\u304c\u540c\u3058\u57fa\u76e4\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u306b\u3082\u3001Namespace\u3084\u8a8d\u8a3c\u30fb\u8a8d\u53ef\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u74b0\u5883\u3092\u5206\u96e2\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u3055\u3089\u306b\u3001\u30af\u30e9\u30a6\u30c9\u3060\u3051\u3067\u306a\u304f\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u306eKubernetes\u74b0\u5883\u3067\u3082\u5229\u7528\u3067\u304d\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u3084GPU\u74b0\u5883\u306b\u95a2\u3059\u308b\u4f01\u696d\u56fa\u6709\u306e\u8981\u4ef6\u306b\u3082\u5bfe\u5fdc\u3057\u3084\u3059\u3044\u3053\u3068\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n

Kubeflow\u306e\u30c7\u30e1\u30ea\u30c3\u30c8\u30fb\u6ce8\u610f\u70b9<\/h2>\n

\u4e00\u65b9\u3001Kubeflow\u306f\u5c0e\u5165\u3059\u308c\u3070\u3059\u3050\u306b\u4f7f\u3048\u308bSaaS\u578b\u306e\u6a5f\u68b0\u5b66\u7fd2\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002Kubernetes\u3001\u30b3\u30f3\u30c6\u30ca\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u8a8d\u8a3c\u3001GPU\u306a\u3069\u306b\u95a2\u3059\u308b\u77e5\u8b58\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u307e\u305f\u3001Pipelines\u3001Trainer\u3001Katib\u3001KServe\u306a\u3069\u8907\u6570\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u305f\u3081\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u4e92\u63db\u6027\u3084\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u65b9\u6cd5\u306e\u78ba\u8a8d\u3082\u91cd\u8981\u3067\u3059\u3002<\/p>\n

\u7279\u306b\u5c0f\u898f\u6a21\u306a\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001Kubeflow\u3092\u5c0e\u5165\u3059\u308b\u305f\u3081\u306e\u30a4\u30f3\u30d5\u30e9\u904b\u7528\u30b3\u30b9\u30c8\u304c\u30e2\u30c7\u30eb\u958b\u767a\u305d\u306e\u3082\u306e\u3088\u308a\u5927\u304d\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u5c0e\u5165\u524d\u306b\u306f\u300cKubernetes\u3092\u63a1\u7528\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308b\u898f\u6a21\u30fb\u8981\u4ef6\u306a\u306e\u304b\u300d\u3092\u691c\u8a0e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n

Kubeflow\u3068MLOps\u30fbLLMOps\u306e\u95a2\u4fc2<\/h2>\n

MLOps\u3068\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u958b\u767a\u304b\u3089\u30c7\u30d7\u30ed\u30a4\u3001\u76e3\u8996\u3001\u66f4\u65b0\u307e\u3067\u3092\u7d99\u7d9a\u7684\u306b\u7ba1\u7406\u3059\u308b\u8003\u3048\u65b9\u3067\u3059\u3002Kubeflow\u306f\u3053\u306eMLOps\u3092Kubernetes\u4e0a\u3067\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u4e3b\u8981\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u57fa\u76e4\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n

2026\u5e74\u306f\u3055\u3089\u306bLLMOps\u306e\u91cd\u8981\u6027\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002LLM\u3067\u306f\u3001\u5927\u898f\u6a21GPU\u5b66\u7fd2\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3001\u30e2\u30c7\u30eb\u8a55\u4fa1\u3001\u63a8\u8ad6\u30b3\u30b9\u30c8\u3001\u30e2\u30c7\u30eb\u5207\u308a\u66ff\u3048\u306a\u3069\u3001\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\u3068\u306f\u7570\u306a\u308b\u904b\u7528\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

Trainer\u3001Hub\u3001KServe\u306a\u3069\u306e\u9032\u5316\u3092\u898b\u308b\u3068\u3001Kubeflow\u3082\u3053\u3046\u3057\u305fLLM\u7279\u6709\u306e\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u610f\u8b58\u3057\u305f\u65b9\u5411\u3078\u9032\u3093\u3067\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u7279\u306bTrainer\u306e\u5206\u6563\u5b66\u7fd2\u6a5f\u80fd\u3068KServe\u306eLLM\u63a8\u8ad6\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u5b66\u7fd2\u304b\u3089\u63a8\u8ad6\u307e\u3067Kubernetes\u4e0a\u3067\u7d71\u4e00\u3059\u308bAI\u57fa\u76e4<\/strong>\u3092\u69cb\u7bc9\u3057\u3084\u3059\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n

Kubeflow\u3092\u5c0e\u5165\u3059\u308b\u3068\u304d\u306e\u30dd\u30a4\u30f3\u30c8<\/h2>\n

Kubeflow\u3092\u5c0e\u5165\u3059\u308b\u5834\u5408\u3001\u6700\u521d\u304b\u3089\u3059\u3079\u3066\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u4f7f\u3046\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u307e\u305aNotebooks\u3084Pipelines\u3067\u958b\u767a\u30fb\u5b9f\u9a13\u74b0\u5883\u3092\u6a19\u6e96\u5316\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066Trainer\u3001Katib\u3001Hub\u3001KServe\u3092\u8ffd\u52a0\u3059\u308b\u65b9\u6cd5\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n

\u65e2\u5b58\u306eKFP\u74b0\u5883\u3067\u306f\u3001SDK\u3084Pipeline\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3082\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002\u7279\u306b\u53e4\u3044KFP v1\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u73fe\u5728\u306ev2\u7cfb\u3092\u524d\u63d0\u3068\u3057\u305f\u8a2d\u8a08\u3078\u306e\u79fb\u884c\u3092\u691c\u8a0e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n

\u307e\u305f\u3001\u672c\u756a\u74b0\u5883\u3067\u306fRBAC\u3001Namespace\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30dd\u30ea\u30b7\u30fc\u3001\u8a8d\u8a3c\u3001Secret\u7ba1\u7406\u3001GPU\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3001\u30ed\u30b0\u30fb\u76e3\u8996\u306a\u3069\u3092\u542b\u3081\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u8a2d\u8a08\u304c\u5fc5\u8981\u3067\u3059\u3002Kubeflow\u305d\u306e\u3082\u306e\u3060\u3051\u3067\u306a\u304f\u3001Kubernetes\u57fa\u76e4\u5168\u4f53\u3092\u904b\u7528\u3059\u308b\u8996\u70b9\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002<\/p>\n

\u307e\u3068\u3081\uff1aKubeflow\u306fAI\u958b\u767a\u57fa\u76e4\u304b\u3089\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6AI\u57fa\u76e4\u3078<\/h2>\n

Kubeflow\u306f\u3001Kubernetes\u4e0a\u3067\u6a5f\u68b0\u5b66\u7fd2\u3084\u751f\u6210AI\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9AI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<\/p>\n

2026\u5e74\u306b\u306fCommunity Distribution 26.03.1\u304c\u516c\u958b\u3055\u308c\u3001Pipelines 2.16.1\u3001Trainer 2.2\u3001KServe 0.18\u3001Hub 0.3.9\u306a\u3069\u4e3b\u8981\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u7279\u306b\u91cd\u8981\u306a\u306e\u304cLLM\u5bfe\u5fdc\u3067\u3059\u3002Trainer\u3067\u306f\u5927\u898f\u6a21\u5206\u6563\u5b66\u7fd2\u3084\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3001KServe\u3067\u306fLLM\u63a8\u8ad6\u3001Hub\u3067\u306f\u30e2\u30c7\u30eb\u30ab\u30bf\u30ed\u30b0\u3084\u30e2\u30c7\u30eb\u7ba1\u7406\u3001Katib\u3067\u306f\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u6700\u9069\u5316\u3001Pipelines\u3067\u306fAI\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u81ea\u52d5\u5316\u3092\u62c5\u3044\u307e\u3059\u3002<\/p>\n

\u3055\u3089\u306b2026\u5e74\u306b\u306fKubeflow MCP\u3082\u767b\u5834\u3057\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304b\u3089\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u306aAI\u57fa\u76e4\u3092\u64cd\u4f5c\u3059\u308b\u65b9\u5411\u306b\u3082\u767a\u5c55\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u305d\u306e\u305f\u3081\u73fe\u5728\u306eKubeflow\u3092\u7406\u89e3\u3059\u308b\u306b\u306f\u3001\u300c\u6a5f\u68b0\u5b66\u7fd2\u306e\u305f\u3081\u306eKubernetes\u30c4\u30fc\u30eb\u300d\u3068\u8003\u3048\u308b\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3059\u3002MLOps\u3001LLMOps\u3001GPU\u57fa\u76e4\u3001\u30e2\u30c7\u30eb\u7ba1\u7406\u3001AI\u63a8\u8ad6\u3001\u305d\u3057\u3066AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u307e\u3067\u3092Kubernetes\u4e0a\u3067\u7d71\u5408\u3059\u308b\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u306aAI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/strong>\u3068\u3057\u3066\u6349\u3048\u308b\u3053\u3068\u304c\u30012026\u5e74\u306eKubeflow\u3092\u7406\u89e3\u3059\u308b\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n\n

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

Kubeflow\u3068\u306f\u4f55\u304b\u3092\u521d\u5fc3\u8005\u5411\u3051\u306b\u89e3\u8aac\u3002Kubeflow Pipelines\u3001Trainer\u3001Katib\u3001KServe\u3001Hub\u306a\u3069\u4e3b\u8981\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304b\u3089\u3001LLM\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3001MLOps\u3001Kubernetes […]<\/p>\n","protected":false},"author":22,"featured_media":6126,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1249],"tags":[850,484,419],"class_list":["post-6146","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-knowledge","tag-kubeflow","tag-484","tag-419"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/6146","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/22"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=6146"}],"version-history":[{"count":1,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/6146\/revisions"}],"predecessor-version":[{"id":9923,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/6146\/revisions\/9923"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/6126"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=6146"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=6146"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=6146"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}