{"id":6146,"date":"2025-01-08T10:05:15","date_gmt":"2025-01-08T01:05:15","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=6146"},"modified":"2025-09-26T15:43:01","modified_gmt":"2025-09-26T06:43:01","slug":"kubeflow_glossary","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/kubeflow_glossary\/","title":{"rendered":"Kubeflow\u5b8c\u5168\u30ac\u30a4\u30c9\uff1a\u6700\u5148\u7aef\u6a5f\u68b0\u5b66\u7fd2\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u69cb\u7bc9\u3068\u6700\u9069\u5316"},"content":{"rendered":"\n<p>Kubeflow\u202f1.10\u306e\u6700\u65b0\u6a5f\u80fd\u304b\u3089\u5fdc\u7528\u4e8b\u4f8b\u3001\u5229\u70b9\u3068\u8ab2\u984c\u3001\u305d\u3057\u3066\u4eca\u5f8c\u306e\u5c55\u671b\u3092\u7db2\u7f85\u3002\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6210\u529f\u306b\u5c0e\u304f\u305f\u3081\u306e\u5b9f\u8df5\u7684\u306a\u77e5\u8b58\u3068\u6700\u65b0\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>\u73fe\u4ee3\u306eAI\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u30fb\u518d\u73fe\u6027\u30fb\u904b\u7528\u52b9\u7387\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002Kubeflow\u306f\u3001<strong>Kubernetes\u4e0a\u3067\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u69cb\u7bc9\u30fb\u30c7\u30d7\u30ed\u30a4\u30fb\u7ba1\u7406<\/strong>\u3059\u308b\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9MLOps\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001Kubeflow\u306e\u57fa\u672c\u30012025\u5e744\u6708\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305f<strong>Kubeflow\u202f1.10<\/strong>\u306e\u6700\u5148\u7aef\u6a5f\u80fd\u3001\u5fdc\u7528\u4e8b\u4f8b\u3001\u5229\u70b9\u30fb\u8ab2\u984c\u3001\u305d\u3057\u3066\u4eca\u5f8c\u306e\u5c55\u671b\u3092\u4f53\u7cfb\u7684\u306b\u89e3\u8aac\u3057\u3001\u521d\u5fc3\u8005\u304b\u3089\u4e2d\u7d1a\u8005\u307e\u3067\u306e\u6280\u8853\u8005\u306b\u5f79\u7acb\u3064\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\r\n<p>Kubeflow\u306f\u6a5f\u68b0\u5b66\u7fd2\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3001\u81ea\u52d5\u5316\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3001Kubernetes\u9023\u643a\u3092\u7279\u5fb4\u3068\u3057\u3001\u30e2\u30c7\u30eb\u958b\u767a\u304b\u3089\u672c\u756a\u5c55\u958b\u307e\u3067\u3092\u7d71\u4e00\u7684\u306b\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002\u6700\u65b0\u7248\u3067\u306f\u3055\u3089\u306b\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u3068\u306e\u878d\u5408\u304c\u9032\u307f\u3001\u3088\u308a\u5805\u7262\u304b\u3064\u67d4\u8edf\u306a\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<!-- notionvc: ddfff5a4-8d70-45f3-94c8-746ec878a37b --><\/p>\r\n<p><!-- notionvc: a392eec4-41c1-4322-aa40-af7061c389ed --><\/p>\n\n<h2>Kubeflow\u306e\u57fa\u790e\u7406\u89e3<\/h2>\n<b><strong>Kubeflow\u3068\u306f\u4f55\u304b\uff1f<\/strong><\/b>\r\n<p>Kubeflow\u306fKubernetes\u4e0a\u3067\u52d5\u4f5c\u3059\u308bML\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u81ea\u52d5\u5316\u30b7\u30b9\u30c6\u30e0\u3067\u3042\u308a\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30d7\u30ed\u30a4\u3001\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3092\u4e00\u5143\u7ba1\u7406\u3057\u307e\u3059\u3002\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3088\u308a\u3001\u9ad8\u3044\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u67d4\u8edf\u6027\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<b><strong>Kubeflow\u306e\u91cd\u8981\u6027\u3068\u80cc\u666f<\/strong><\/b>\r\n<p>\u5927\u91cf\u30c7\u30fc\u30bf\u51e6\u7406\u30fb\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u7ba1\u7406\u3078\u306e\u5bfe\u5fdc\u304c\u6c42\u3081\u3089\u308c\u308b\u6628\u4eca\u3001Kubeflow\u306f\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u3084\u30aa\u30f3\u30d7\u30ec\u904b\u7528\u306b\u304a\u3044\u3066\u4e00\u8cab\u3057\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63d0\u4f9b\u3002\u958b\u767a\u304b\u3089\u672c\u756a\u904b\u7528\u307e\u3067\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<!-- notionvc: dfebe6e9-33c3-4402-8232-154a8645c859 --><\/p>\r\n<p><!-- notionvc: 5cf3c1d7-b96c-4142-b395-e8104ded603a --><\/p>\n\n<h2>Kubeflow\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u4e3b\u8981\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8<\/h2>\n<b><strong>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u6982\u8981<\/strong><\/b>\r\n<p>Kubeflow\u306fKubeflow Pipelines\u3001Katib\u3001Notebooks\u3001KServe\uff08\u65e7KFServing\uff09\u3001Trainer\u3001Spark Operator\u3001Model Registry\u306a\u3069\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304b\u3089\u69cb\u6210\u3055\u308c\u3001AI\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u5168\u4f53\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<b><strong>Kubeflow Pipelines \u306e\u8a73\u7d30\uff08v2.4.1\uff09<\/strong><\/b>\r\n<p>Kubeflow Pipelines v2.4.1\u3067\u306f\u3001\u30ea\u30bd\u30fc\u30b9\u5236\u9650\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u30d7\u30ec\u30fc\u30b9\u30db\u30eb\u30c0\u30fc\u3092\u4f7f\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u3001<code>ParallelFor<\/code>\u306e\u4e26\u5217\u5236\u9650\u6a5f\u80fd\u3082\u5f37\u5316\u3055\u308c\u307e\u3057\u305f\u3002\u30cd\u30b9\u30c8\u3057\u305fDAG\u306e\u51fa\u529b\u89e3\u6c7a\u3082\u6539\u5584\u3055\u308c\u3001\u518d\u5229\u7528\u6027\u304c\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<b><strong>Trainer \u3068 Katib\uff08Trainer\u202f2.0\u542b\u3080\uff09<\/strong><\/b>\r\n<p>Kubeflow Trainer\u202f2.0\u3067\u306f\u3001LLM\u5411\u3051\u306e\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u7528\u9ad8\u30ec\u30d9\u30ebAPI\u304c\u5c0e\u5165\u3055\u308c\u3001Katib\u3068\u9023\u643a\u3057\u3066\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u52b9\u7387\u5316\u3057\u307e\u3059\u3002Katib\u3067\u306f\u30ed\u30b0\u6b63\u898f\u5206\u5e03\u306a\u3069\u591a\u69d8\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u578b\u3068\u3001<strong>\u30d7\u30c3\u30b7\u30e5\u30d9\u30fc\u30b9\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u53ce\u96c6<\/strong>\u3082\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\r\n<b><strong>KServe \u306b\u3088\u308b\u30e2\u30c7\u30eb\u30c7\u30d7\u30ed\u30a4<\/strong><\/b>\r\n<p>KServe\uff08\u65e7KFServing\uff090.15.0\u3067\u306f\u3001\u975e\u540c\u671f\u63a8\u8ad6\u5bfe\u5fdc\u306ePython SDK\u3001OCI\u30b9\u30c8\u30ec\u30fc\u30b8\u7d71\u5408\u3001\u30ed\u30fc\u30ab\u30eb\u30ad\u30e3\u30c3\u30b7\u30e5\u3084Hugging Face Hub\u3068\u306e\u76f4\u63a5\u9023\u643a\u304c\u8ffd\u52a0\u3055\u308c\u3001\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u306e\u9ad8\u901f\u30c7\u30d7\u30ed\u30a4\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\r\n<b><strong>Model Registry \u3068 Spark Operator \u306e\u7d71\u5408<\/strong><\/b>\r\n<p>Kubeflow\u202f1.10\u3067\u306fModel Registry\u306eUI\u304cAlpha\u3067\u5c0e\u5165\u3055\u308c\u3001\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u30fb\u30e1\u30bf\u30c7\u30fc\u30bf\u7de8\u96c6\u304c\u8996\u899a\u7684\u306b\u53ef\u80fd\u306b\u3002\u307e\u305fSpark Operator\u3082\u30b3\u30a2\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u3057\u3066\u7d71\u5408\u3055\u308c\u307e\u3057\u305f\u3002<!-- notionvc: 29afe660-23b5-44b4-bbb2-17652148f254 --><\/p>\r\n<p><!-- notionvc: 5c3817ad-367a-4a83-bbea-245a2670ff0f --><\/p>\n\n<h2>Kubeflow\u306e\u5b9f\u8df5\u7684\u306a\u5fdc\u7528\u4e8b\u4f8b<\/h2>\n<ul>\r\n\t<li><strong>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/strong>\uff1a\u91d1\u878d\uff0f\u30d8\u30eb\u30b9\u30b1\u30a2\u696d\u754c\u3067\u3001\u30ea\u30b9\u30af\u5206\u6790\u3084\u75be\u60a3\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u958b\u767a\u3057\u3001Kubeflow Pipelines + Katib \u306b\u3088\u308b\u7d99\u7d9a\u7684\u306a\u30e2\u30c7\u30eb\u6539\u5584\u3092\u5b9f\u73fe<\/li>\r\n\t<li><strong>\u81ea\u52d5\u904b\u8ee2\u6280\u8853<\/strong>\uff1a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001LLM\u3084\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u7d99\u7d9a\u7684\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u5373\u6642\u30c7\u30d7\u30ed\u30a4\u3092\u904b\u7528<\/li>\r\n\t<li><strong>\u30d8\u30eb\u30b9\u30b1\u30a2<\/strong>\uff1a\u60a3\u8005\u30c7\u30fc\u30bf\u304b\u3089\u306eAI\u8a3a\u65ad\u652f\u63f4\u3092Pipeline\uff0bModel Registry\u3067\u7ba1\u7406\u3057\u3001\u533b\u7642\u73fe\u5834\u3067\u306e\u8fc5\u901f\u306a\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u3092\u5b9f\u73fe<\/li>\r\n<\/ul>\r\n<p>\u3053\u308c\u3089\u306e\u4e8b\u4f8b\u3067\u5171\u901a\u3059\u308b\u306e\u306f\u3001\u518d\u73fe\u6027\u30fb\u904b\u7528\u6027\u30fb\u30c1\u30fc\u30e0\u5354\u50cd\u306e\u6700\u9069\u5316\u3067\u3059\u3002<!-- notionvc: 4728382b-0263-4001-b0b8-8d762b4df6b5 --><\/p>\r\n<p><!-- notionvc: 13812cab-3973-4dcd-91b9-b08d81927a43 --><\/p>\n\n<h2>\u5229\u70b9\u3068\u8ab2\u984c<\/h2>\n<b><strong>\u5229\u70b9<\/strong><\/b>\r\n<ul>\r\n\t<li>Kubernetes\u30d9\u30fc\u30b9\u3067<strong>\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u304b\u3064\u518d\u73fe\u6027\u306e\u3042\u308b\u5b9f\u884c\u74b0\u5883<\/strong><\/li>\r\n\t<li>Pipeline\u3001Katib\u3001Trainer\u3001Model Registry\u3001KServe\u306a\u3069\u3092\u9023\u643a\u3059\u308b\u3053\u3068\u3067<strong>\u9ad8\u5ea6\u306a\u81ea\u52d5\u5316\u3068\u6a19\u6e96\u5316\u3092\u5b9f\u73fe<\/strong><\/li>\r\n\t<li>\u6700\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u306fLLM\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3001Hugging Face\u9023\u643a\u306a\u3069<strong>\u5148\u9032\u7684\u6a5f\u80fd\u304c\u5145\u5b9f<\/strong><\/li>\r\n<\/ul>\r\n<b><strong>\u8ab2\u984c<\/strong><\/b>\r\n<ul>\r\n\t<li>\u521d\u671f\u8a2d\u5b9a\u3084\u904b\u7528\u304c\u4f9d\u7136\u3068\u3057\u3066\u8907\u96d1\u3067\u3001Kubernetes\u306e\u77e5\u8b58\u304c\u524d\u63d0\u306b\u306a\u308b<\/li>\r\n\t<li>\u5c0f\u898f\u6a21\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u304c\u5927\u304d\u304f<strong>\u30ea\u30bd\u30fc\u30b9\u6d88\u8cbb\u304c\u30cd\u30c3\u30af<\/strong>\u306b<\/li>\r\n\t<li>\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u306e\u6a5f\u80fd\u5f37\u5316\u306b\u4f34\u3046<strong>\u5b66\u7fd2\u66f2\u7dda\u306e\u6025\u52fe\u914d<\/strong>\uff08\u4f8b\uff1aKatib\u30d7\u30c3\u30b7\u30e5\u30e1\u30c8\u30ea\u30af\u30b9\u3001Trainer\u202f2.0 API\u306a\u3069\uff09<\/li>\r\n<\/ul>\r\n<p><!-- notionvc: 2ebb931f-dde9-46cf-9153-a2738d91a8f8 --><\/p>\n\n<h2>\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u3068\u5c06\u6765\u5c55\u671b<\/h2>\n<b><strong>\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u6280\u8853\u3068\u306e\u9032\u5316<\/strong><\/b>\r\n<p>2025\u5e74\u306eKubeCon Europe\u3067\u3082\u3001Kubeflow\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306f\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6AI\u306e\u767a\u5c55\u306b\u8ca2\u732e\u3057\u3066\u304a\u308a\u3001\u4eca\u5f8c\u3082\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u81ea\u52d5\u5316\u30fb\u30b9\u30b1\u30fc\u30eb\u5bfe\u5fdc\u304c\u5f37\u5316\u3055\u308c\u308b\u898b\u8fbc\u307f\u3067\u3059\u3002<\/p>\r\n<b><strong>AI \u00d7 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