{"id":35952,"date":"2022-12-04T06:10:35","date_gmt":"2023-11-15T08:43:28","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e9%83%a8%e7%bd%b2kubeflow%e7%89%88%e6%9c%ac1-4%e8%87%b3kubernetes%e9%9b%86%e7%be%a4%e3%80%82\/"},"modified":"2024-04-29T03:39:22","modified_gmt":"2024-04-28T19:39:22","slug":"%e9%83%a8%e7%bd%b2kubeflow%e7%89%88%e6%9c%ac1-4%e8%87%b3kubernetes%e9%9b%86%e7%be%a4%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e9%83%a8%e7%bd%b2kubeflow%e7%89%88%e6%9c%ac1-4%e8%87%b3kubernetes%e9%9b%86%e7%be%a4%e3%80%82\/","title":{"rendered":"\u90e8\u7f72Kubeflow\u7248\u672c1.4\u81f3Kubernetes\u96c6\u7fa4"},"content":{"rendered":"<h2>\u9996\u5148<\/h2>\n<p>2. \u4e00\u5f00\u59cb<\/p>\n<p>3. \u9996\u5148<\/p>\n<p>4. \u5f00\u7bc7<\/p>\n<p>5. \u8d77\u521d<\/p>\n<p>\u6211\u662f\u65e5\u7acb\u5236\u4f5c\u682a\u5f0f\u4f1a\u793e\u7814\u7a76\u5f00\u53d1\u7ec4\u670d\u52a1\u8ba1\u7b97\u7814\u7a76\u90e8\u7684\u7530\u4e2d\u3002Kubeflow\u7684\u65b0\u7248\u672c1.4\u5df2\u4e8e2021\u5e7410\u670812\u65e5\u53d1\u5e03\u3002\u672c\u6587\u4ecb\u7ecd\u4e86\u5982\u4f55\u5728\u4e91\u7aef\u6216\u672c\u5730\u901a\u7528\u7684Kubernetes\u96c6\u7fa4\u4e0a\u90e8\u7f72Kubeflow\u7248\u672c1.4\u7684\u6b65\u9aa4\u3002\u540c\u65f6\uff0c\u8fd8\u9644\u5e26\u4e86\u90e8\u7f72\u4e0a\u4e00\u4e2a\u7248\u672cKubeflow 1.3\u7684\u6b65\u9aa4\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u672c\u6587\u4ecb\u7ecd\u7684\u6b65\u9aa4\u53c2\u8003\u4e86Kubeflow\u5b98\u65b9\u7f51\u7ad9\u4e0a\u7684\u4fe1\u606f\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Installing Kubeflow<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Kubeflow Manifests &#8211; Installation<\/ul>\n<p>[2021\u5e7412\u670824\u65e5\u8ffd\u52a0] \u4e3a\u4e86\u8bf4\u660eKubeflow\u529f\u80fd\u7684\u8fd0\u7528\u793a\u4f8b\uff0c\u6211\u4eec\u521b\u5efa\u4e86\u4e00\u7bc7\u65b0\u7684\u6587\u7ae0\u3002<\/p>\n<ul class=\"post-ul\">Kubeflow \u5185\u90e8\u306e MinIO \u30b5\u30fc\u30d0\u3092\u4f7f\u7528\u3057\u3066 Kubeflow Pipelines \u3068 TensorBoard \u3092\u9023\u643a\u3055\u305b\u308b<\/ul>\n<h2>\uff12\uff0eKubeflow \u662f\u4ec0\u4e48\uff1f<\/h2>\n<p>Kubeflow\u662f\u4e00\u4e2a\u5728Kubernetes\u4e0a\u63d0\u4f9b\u673a\u5668\u5b66\u4e60\u8fd0\u884c\u548c\u7ba1\u7406\u73af\u5883\u7684\u5f00\u6e90\u8f6f\u4ef6\uff0c\u5b83\u5177\u6709\u5c06\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u521b\u5efa\u3001\u8bad\u7ec3\u3001\u9a8c\u8bc1\u3001\u5de5\u4f5c\u6d41\u5efa\u7acb\u4ee5\u53ca\u6a21\u578b\u670d\u52a1\u7b49\u4e0eMLOps\u76f8\u5173\u7684\u5de5\u4f5c\u8d1f\u8f7d\u96c6\u6210\u5e76\u6267\u884c\u7684\u7279\u70b9\u3002<\/p>\n<h2>3. Kubeflow\u7684\u90e8\u7f72\u6b65\u9aa4<\/h2>\n<h3>3.1. \u524d\u63d0\u6761\u4ef6<\/h3>\n<p>\u524d\u63d0\u6761\u4ef6\u662f\u5728\u672c\u6b21\u6d41\u7a0b\u4e2d\uff0cKubernetes\u96c6\u7fa4\u5df2\u7ecf\u9884\u5148\u90e8\u7f72\u597d\u4e86\u4ee5\u4fbf\u90e8\u7f72Kubeflow\u3002\u53ef\u4ee5\u901a\u8fc7Master\u8282\u70b9\u4e0a\u7684kubectl\u547d\u4ee4\u6765\u64cd\u4f5cKubernetes\u96c6\u7fa4\u3002Kubeflow\u548cKubernetes\u7684\u7248\u672c\u5982\u4e0b\u6240\u793a\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Kubeflow \u30d0\u30fc\u30b8\u30e7\u30f31.4.0\uff082021\u5e7410\u670812\u65e5\u6642\u70b9\u306e\u6700\u65b0\u7248\uff09<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Kubernetes \u30d0\u30fc\u30b8\u30e7\u30f31.21\uff08\u30d0\u30fc\u30b8\u30e7\u30f31.22\u4ee5\u964d\u3067\u306fKubeflow\u3092\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u306a\u3044\u305f\u3081\uff09<\/ul>\n<h3>3.2. \u53ef\u9009\u6761\u4ef6<\/h3>\n<p>\u5728\u6267\u884c\u673a\u5668\u5b66\u4e60\u65f6\uff0c\u7531\u4e8e\u9884\u8ba1\u4f1a\u6d88\u8017\u5927\u91cf\u5b58\u50a8\u7a7a\u95f4\uff0c\u56e0\u6b64\u9664\u4e86\u4f7f\u7528\u672c\u5730\u5b58\u50a8\u4f5c\u4e3a\u5b58\u50a8\u4ecb\u8d28\u5916\uff0c\u8fd8\u5c06\u4ecb\u7ecd\u4f7f\u7528 Kubernetes \u5916\u90e8\u7684 NFS \u670d\u52a1\u5668\u7684\u6b65\u9aa4\u3002<\/p>\n<h3>3.3. \u786e\u8ba4\u90e8\u7f72\u6b65\u9aa4\u7684\u64cd\u4f5c<\/h3>\n<p>\u4ee5\u4e0b\u662f\u4f7f\u7528\u672c\u6b21\u6d41\u7a0b\u8fdb\u884c\u64cd\u4f5c\u786e\u8ba4\u7684\u73af\u5883\u4fe1\u606f\u3002<\/p>\n<h4>(1) \u786e\u5b9a\u64cd\u4f5c\u73af\u5883\uff081\uff09<\/h4>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">OS<\/ul>\n<\/li>\n<\/ul>\n<p>Master\u30ce\u30fc\u30c9\uff081\u53f0\uff09\uff1aUbuntu 18.04 LTS<br \/>\nWorker\u30ce\u30fc\u30c9\uff082\u53f0\uff09\uff1aUbuntu 18.04 LTS<\/p>\n<p>Kubernetes \u30d0\u30fc\u30b8\u30e7\u30f31.21.4\uff08kubeadm\u3067\u30af\u30e9\u30b9\u30bf\u3092\u4f5c\u6210\uff09<br \/>\nKubeflow \u30d0\u30fc\u30b8\u30e7\u30f31.4.0<br \/>\nDynamic Volume Provisioner\uff1anfs-subdir-external-provisioner v4.0.2<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d260537434c4406c35dbe\/17-0.png\" alt=\"Image01-01.png\" \/><\/div>\n<h4>\u786e\u5b9a\u8fd0\u52a8\u73af\u5883<\/h4>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">OS<\/ul>\n<\/li>\n<\/ul>\n<p>Master\u30ce\u30fc\u30c9\uff081\u53f0\uff09+Worker\u30ce\u30fc\u30c9\uff081\u53f0\uff09\uff1aUbuntu 18.04 LTS<\/p>\n<p>Kubernetes \u30d0\u30fc\u30b8\u30e7\u30f31.21.1\uff08Kind\u3067\u30af\u30e9\u30b9\u30bf\u3092\u4f5c\u6210\uff09<br \/>\nKubeflow \u30d0\u30fc\u30b8\u30e7\u30f31.4.0<br \/>\nDynamic Volume Provisioner\uff1alocal-path-provisioner v0.0.14<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d260537434c4406c35dbe\/20-0.png\" alt=\"Image01-02.png\" \/><\/div>\n<h3>3.4. Kubeflow\u90e8\u7f72<\/h3>\n<p>\u90e8\u7f72Kubeflow\u5230Kubernetes\u96c6\u7fa4\u7684\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Kubernetes\u30af\u30e9\u30b9\u30bf\u3078Dynamic Volume Provisioner\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\uff083.4.1\u7bc0\uff09<\/ul>\n<\/li>\n<\/ul>\n<p>\u30ed\u30fc\u30ab\u30eb\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u5229\u7528\u3059\u308b\u5834\u5408<br \/>\nNFS\u30b5\u30fc\u30d0\u3092\u5229\u7528\u3059\u308b\u5834\u5408\uff08\u30aa\u30d7\u30b7\u30e7\u30f3\uff09<\/p>\n<p>Kubernetes\u30af\u30e9\u30b9\u30bf\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u306eStorageClass\u3092\u8a2d\u5b9a\u3059\u308b\uff083.4.2\u7bc0\uff09<\/p>\n<p>\u30ed\u30fc\u30ab\u30eb\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u5229\u7528\u3059\u308b\u5834\u5408<br \/>\nNFS\u30b5\u30fc\u30d0\u3092\u5229\u7528\u3059\u308b\u5834\u5408\uff08\u30aa\u30d7\u30b7\u30e7\u30f3\uff09<\/p>\n<p>Kubeflow\u3092Kubernetes\u30af\u30e9\u30b9\u30bf\u3078\u30c7\u30d7\u30ed\u30a4\u3059\u308b\uff083.4.3\u7bc0\uff09<br \/>\nJupyter Notebook \u2013 Kubeflow Pipelines\u9023\u643a\u3092\u8a2d\u5b9a\u3059\u308b\uff083.4.4\u7bc0\uff09<br \/>\n\u30e6\u30fc\u30b6\u3054\u3068\u306e\u30ea\u30bd\u30fc\u30b9Quota\u3092\u8a2d\u5b9a\u3059\u308b\uff083.4.5\u7bc0\uff09<\/p>\n<h3>\u5c06Dynamic Volume Provisioner\u90e8\u7f72\u81f3Kubernetes\u96c6\u7fa43.4.1\u4e2d\u3002<\/h3>\n<p>\u4f5c\u4e3aKubeflow\u90e8\u7f72\u7684\u51c6\u5907\u5de5\u4f5c\uff0c\u6211\u4eec\u5c06\u90e8\u7f72\u652f\u6301\u5b58\u50a8\u7684\u52a8\u6001\u5377\u63d0\u4f9b\u7a0b\u5e8f\u5230Kubernetes\u96c6\u7fa4\u4e2d\u3002<\/p>\n<h4>\u5982\u679c\u4f7f\u7528\u672c\u5730\u5b58\u50a8\uff08\u4f8b\u5982\uff1a\u8fd0\u884c\u786e\u8ba4\u73af\u5883\uff082\uff09\uff09\uff0c<\/h4>\n<p>\u5728\u4f7f\u7528\u672c\u5730\u5b58\u50a8\u65f6\uff0c\u5c06Local Path Provisioner\u4f5c\u4e3aDynamic Volume Provisioner\u90e8\u7f72\u5230Kubernetes\u96c6\u7fa4\u4e2d\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Master\u30ce\u30fc\u30c9\u4e0a\u3067\u64cd\u4f5c\uff1a<\/span>\r\n<span class=\"c\"># Local Path Provisioner \u306e\u30c7\u30d7\u30ed\u30a4<\/span>\r\nkubectl apply <span class=\"nt\">-f<\/span> https:\/\/raw.githubusercontent.com\/rancher\/local-path-provisioner\/master\/deploy\/local-path-storage.yaml\r\n<\/code><\/pre>\n<h4>\uff082\uff09\u5982\u82e5\u4f7f\u7528NFS\u670d\u52a1\u5668\uff08\u9009\u9879\uff09\uff08\u4f8b\u5982\uff1a\u64cd\u4f5c\u9a8c\u8bc1\u73af\u5883\uff081\uff09\uff09\u3002<\/h4>\n<p>\u9996\u5148\uff0c\u767b\u5f55\u5230\u7ec4\u6210Kubernetes\u96c6\u7fa4\u7684\u6240\u6709\u8282\u70b9\uff0c\u5e76\u5b89\u88c5\u4e0e\u8282\u70b9\u64cd\u4f5c\u7cfb\u7edf\u76f8\u5bf9\u5e94\u7684NFS\u5ba2\u6237\u7aef\u8f6f\u4ef6\u5305\u3002\u4f8b\u5982\uff0c\u5982\u679c\u8282\u70b9\u7684\u64cd\u4f5c\u7cfb\u7edf\u662fUbuntu 18.04 LTS\uff0c\u5219\u53ef\u4ee5\u4f7f\u7528apt\u547d\u4ee4\u5b89\u88c5nfs-common\u8f6f\u4ef6\u5305\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Master\u30ce\u30fc\u30c9\u3001Worker\u30ce\u30fc\u30c9\u4e0a\u3067\u64cd\u4f5c\uff1a<\/span>\r\n<span class=\"c\"># nfs-common\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff08Ubuntu 18.04 LTS \u306e\u5834\u5408\uff09<\/span>\r\n<span class=\"nb\">sudo <\/span>apt <span class=\"nb\">install<\/span> \u2013y nfs-common\r\n<\/code><\/pre>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u5728Kubernetes\u96c6\u7fa4\u4e2d\u90e8\u7f72nfs-subdir-external-provisioner\uff0c\u5b83\u662f\u7528\u4e8e\u5c06NFS\u4f5c\u4e3aKubernetes\u5b58\u50a8\u7684\u52a8\u6001\u5377\u914d\u7f6e\u7a0b\u5e8f\u3002<br \/>\n\u5c06helm\u547d\u4ee4\u5b89\u88c5\u5230Master\u8282\u70b9\u4e0a\uff0c\u4ee5\u4fbf\u90e8\u7f72nfs-subdir-external-provisioner\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Master\u30ce\u30fc\u30c9\u4e0a\u3067\u64cd\u4f5c\uff1a<\/span>\r\n<span class=\"c\"># helm\u30b3\u30de\u30f3\u30c9\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/span>\r\ncurl https:\/\/raw.githubusercontent.com\/helm\/helm\/master\/scripts\/get-helm-3 | bash\r\n<\/code><\/pre>\n<p>\u5b89\u88c5helm\u547d\u4ee4\u540e\uff0c\u4f7f\u7528helm\u547d\u4ee4\u6307\u5b9aNFS\u670d\u52a1\u5668\u7684\u4e3b\u673a\u540d\uff08\u6216IP\u5730\u5740\uff09\uff0c\u6765\u90e8\u7f72nfs-subdir-external-provisioner\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Master\u30ce\u30fc\u30c9\u4e0a\u3067\u64cd\u4f5c\uff1a<\/span>\r\n<span class=\"c\"># \u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u8ffd\u52a0<\/span>\r\nhelm repo add nfs-subdir-external-provisioner https:\/\/kubernetes-sigs.github.io\/nfs-subdir-external-provisioner\/\r\n\r\n<span class=\"c\"># nfs-subdir-external-provisioner \u306e\u30c7\u30d7\u30ed\u30a4<\/span>\r\nhelm <span class=\"nb\">install <\/span>nfs-subdir-external-provisioner nfs-subdir-external-provisioner\/nfs-subdir-external-provisioner <span class=\"nt\">--set<\/span> nfs.server<span class=\"o\">=<\/span>\uff1cNFS\u30b5\u30fc\u30d0\u306e\u30db\u30b9\u30c8\u540d\u3042\u308b\u3044\u306fIP\u30a2\u30c9\u30ec\u30b9\uff1e <span class=\"nt\">--set<\/span> nfs.path<span class=\"o\">=<\/span>\/ <span class=\"nt\">--set<\/span> storageClass.name<span class=\"o\">=<\/span>nfs\r\n<\/code><\/pre>\n<h3>\u8bbe\u7f6eKubernetes\u96c6\u7fa4\u7684\u9ed8\u8ba4StorageClass\u3002<\/h3>\n<p>\u4e3a\u4e86\u51c6\u5907Kubeflow\u90e8\u7f72\uff0c\u6211\u4eec\u5c06\u57283.4.1\u7ae0\u8282\u4e2d\u90e8\u7f72\u7684\u52a8\u6001\u5377\u63d0\u4f9b\u7a0b\u5e8f\u4e0eKubernetes\u96c6\u7fa4\u7684\u9ed8\u8ba4StorageClass\u5bf9\u5e94\u8d77\u6765\u3002<\/p>\n<h4>\uff081\uff09\u5982\u679c\u4f7f\u7528\u672c\u5730\u5b58\u50a8\uff08\u4f8b\u5982\uff1a\u5728\u64cd\u4f5c\u73af\u5883\uff082\uff09\u4e2d\u8fdb\u884c\u9a8c\u8bc1\uff09\uff0c<\/h4>\n<p>\u5c06StorageClass\uff08local-path\uff09\u914d\u7f6e\u4e3aKubernetes\u96c6\u7fa4\u7684\u9ed8\u8ba4\u9009\u9879\uff0c\u4ee5\u652f\u6301Dynamic Volume Provisioner\uff08local-path-provisioner\uff09\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Master\u30ce\u30fc\u30c9\u4e0a\u3067\u64cd\u4f5c\uff1a<\/span>\r\n<span class=\"c\"># Kubernetes\u30af\u30e9\u30b9\u30bf\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u306eStorageClass\u3068\u3057\u3066\u2019local-path\u2019\u3092\u8a2d\u5b9a<\/span>\r\nkubectl patch storageclass local-path <span class=\"nt\">-p<\/span> <span class=\"s1\">'{\"metadata\": {\"annotations\":{\"storageclass.kubernetes.io\/is-default-class\":\"true\"}}}'<\/span>\r\n\r\n<span class=\"c\"># \u6a19\u6e96\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u306eStorageClass\uff08standard\uff09\u3092\u89e3\u9664<\/span>\r\nkubectl patch storageclass standard <span class=\"nt\">-p<\/span> <span class=\"s1\">'{\"metadata\": {\"annotations\":{\"storageclass.kubernetes.io\/is-default-class\":\"false\"}}}'<\/span>\r\n<\/code><\/pre>\n<h4>(2) \u4f7f\u7528NFS\u670d\u52a1\u5668\uff08\u9009\u9879\uff09\uff08\u4f8b\u5982\uff1a\u64cd\u4f5c\u786e\u8ba4\u73af\u5883(1)\uff09<\/h4>\n<p>\u5c06Dynamic Volume Provisioner\uff08nfs-subdir-external-provisioner\uff09\u5bf9\u5e94\u7684StorageClass\uff08nfs\uff09\u8bbe\u7f6e\u4e3aKubernetes\u96c6\u7fa4\u7684\u9ed8\u8ba4\u9009\u9879\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Master\u30ce\u30fc\u30c9\u4e0a\u3067\u64cd\u4f5c\uff1a<\/span>\r\n<span class=\"c\"># Kubernetes\u30af\u30e9\u30b9\u30bf\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u306eStorageClass\u3068\u3057\u3066\u2019nfs\u2019\u3092\u8a2d\u5b9a<\/span>\r\nkubectl patch storageclass nfs <span class=\"nt\">-p<\/span> <span class=\"s1\">'{\"metadata\": {\"annotations\":{\"storageclass.kubernetes.io\/is-default-class\":\"true\"}}}'<\/span>\r\n\r\n<span class=\"c\"># \u6a19\u6e96\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u306eStorageClass\uff08standard\uff09\u3092\u89e3\u9664<\/span>\r\nkubectl patch storageclass standard <span class=\"nt\">-p<\/span> <span class=\"s1\">'{\"metadata\": {\"annotations\":{\"storageclass.kubernetes.io\/is-default-class\":\"false\"}}}'<\/span>\r\n<\/code><\/pre>\n<h3>3.4.3. Kubeflow\u7684\u90e8\u7f72<\/h3>\n<p>\u5c06Kubeflow\u90e8\u7f72\u5230Kubernetes\u96c6\u7fa4\u4e0a\u3002<\/p>\n<h4>(1) \u5b89\u88c5Kustomize\u547d\u4ee4<\/h4>\n<p>\u5b89\u88c5\u7528\u4e8eKubeflow\u90e8\u7f72\u7684Kustomize\u547d\u4ee4\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Master\u30ce\u30fc\u30c9\u4e0a\u3067\u64cd\u4f5c\uff1a<\/span>\r\n<span class=\"c\"># Kustomize\u30b3\u30de\u30f3\u30c9\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/span>\r\ncurl <span class=\"nt\">-Lo<\/span> kustomize https:\/\/github.com\/kubernetes-sigs\/kustomize\/releases\/download\/v3.2.0\/kustomize_3.2.0_linux_amd64 <span class=\"o\">&amp;&amp;<\/span> <span class=\"nb\">chmod<\/span> +x kustomize <span class=\"o\">&amp;&amp;<\/span> <span class=\"nb\">sudo mv <\/span>kustomize \/usr\/local\/bin\/\r\n<\/code><\/pre>\n<h4>\u83b7\u53d6\u7528\u4e8eKubeflow\u90e8\u7f72\u7684Manifest\u6587\u4ef6\u3002<\/h4>\n<p>\u4eceGitHub\u4ed3\u5e93\u4e2d\u514b\u9686Kubeflow\u7684Manifest\u6587\u4ef6\u96c6\u5408\u3002\u7136\u540e\u4f7f\u7528\u90e8\u7f72\u7248\u672cv1.4\u7684\u6807\u7b7e\uff08v1.4.0\uff09\u8fdb\u884c\u68c0\u51fa\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Master\u30ce\u30fc\u30c9\u4e0a\u3067\u64cd\u4f5c\uff1a<\/span>\r\n<span class=\"c\"># Kubeflow Manifest\u30d5\u30a1\u30a4\u30eb\u4e00\u5f0f\u306e\u30af\u30ed\u30fc\u30f3<\/span>\r\ngit clone https:\/\/github.com\/kubeflow\/manifests.git\r\n<span class=\"c\"># \u30af\u30ed\u30fc\u30f3\u5148\u3078\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u79fb\u52d5<\/span>\r\n<span class=\"nb\">cd <\/span>manifests\r\n<span class=\"c\"># \u30d0\u30fc\u30b8\u30e7\u30f31.4.0\u3067\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8<\/span>\r\ngit checkout v1.4.0\r\n<\/code><\/pre>\n<h4>\u6267\u884cKubeflow\u90e8\u7f72\u811a\u672c<\/h4>\n<p>\u4f7f\u7528\u5df2\u68c0\u51fa\u7684\u6587\u4ef6\u6765\u8fd0\u884cKubeflow\u7684\u90e8\u7f72\u811a\u672c\u3002\u811a\u672c\u5c06\u5faa\u73af\u6267\u884c\uff0c\u4f46\u5982\u679c\u6ca1\u6709\u53d1\u751f\u9519\u8bef\u5e76\u4e14\u56de\u5230\u547d\u4ee4\u884c\u63d0\u793a\u7b26\uff0c\u5219\u8868\u793aKubeflow\u7684\u90e8\u7f72\u6210\u529f\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Master\u30ce\u30fc\u30c9\u4e0a\u3067\u64cd\u4f5c\uff1a<\/span>\r\n<span class=\"c\"># Kubeflow\u306e\u30c7\u30d7\u30ed\u30a4\u7528\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u5b9f\u884c<\/span>\r\n<span class=\"k\">while<\/span> <span class=\"o\">!<\/span> kustomize build example | kubectl apply <span class=\"nt\">-f<\/span> -<span class=\"p\">;<\/span> <span class=\"k\">do <\/span><span class=\"nb\">echo<\/span> <span class=\"s2\">\"Retrying to apply resources\"<\/span><span class=\"p\">;<\/span> <span class=\"nb\">sleep <\/span>10<span class=\"p\">;<\/span> <span class=\"k\">done<\/span>\r\n<\/code><\/pre>\n<h4>(4) \u786e\u8ba4Kubeflow\u6b63\u5e38\u8fd0\u884c\u3002<\/h4>\n<p>\u6210\u529f\u90e8\u7f72\u540e\uff0c\u8bf7\u7a0d\u7b49\u7247\u523b\u6765\u786e\u8ba4Kubeflow\u7684Pod\u7684\u6267\u884c\u72b6\u6001\u3002\u5982\u679c\u6240\u6709Pod\u7684\u72b6\u6001\u90fd\u53d8\u4e3aRunning\uff0c\u5219\u8868\u793aKubeflow\u6b63\u5e38\u8fd0\u884c\u3002\u8bf7\u6ce8\u610f\uff0c\u6839\u636eKubernetes\u73af\u5883\u7684\u4e0d\u540c\uff0c\u5373\u4f7f\u6b63\u5e38\u8fd0\u884c\uff0c\u6240\u6709Pod\u53d8\u4e3aRunning\u53ef\u80fd\u9700\u8981\u51e0\u5206\u949f\u5230\u51e0\u5341\u5206\u949f\u7684\u65f6\u95f4\uff0c\u8bf7\u6ce8\u610f\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Master\u30ce\u30fc\u30c9\u4e0a\u3067\u64cd\u4f5c\uff1a<\/span>\r\n<span class=\"c\"># \u30af\u30e9\u30b9\u30bf\u5185\u306e\u5168\u3066\u306ePods\u3092\u8868\u793a<\/span>\r\nkubectl get pods <span class=\"nt\">--all-namespaces<\/span>\r\n<\/code><\/pre>\n<h4>(5) Kubeflow\u4eea\u8868\u76d8\u7684\u53d1\u5e03<\/h4>\n<p>\u5b8c\u6210\u786e\u8ba4\u6b63\u5e38\u64cd\u4f5c\u540e\uff0c\u6267\u884c\u7aef\u53e3\u8f6c\u53d1\u8bbe\u7f6e\u547d\u4ee4\uff0c\u4ee5\u901a\u8fc7Web\u6d4f\u89c8\u5668\u8bbf\u95eeKubeflow\u4eea\u8868\u76d8\uff08CentralDashboard\uff09\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Master\u30ce\u30fc\u30c9\u4e0a\u3067\u64cd\u4f5c\uff1a<\/span>\r\n<span class=\"c\"># Master\u30ce\u30fc\u30c9\u306e\u30dd\u30fc\u30c88080\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092Kubeflow\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\uff08istio-ingress \u30dd\u30fc\u30c880\uff09\u306b\u8ee2\u9001<\/span>\r\nkubectl port-forward svc\/istio-ingressgateway <span class=\"nt\">-n<\/span> istio-system 8080:80 <span class=\"nt\">--address<\/span> 0.0.0.0\r\n<\/code><\/pre>\n<p>\u5728\u6267\u884c\u7aef\u53e3\u8f6c\u53d1\u8bbe\u7f6e\u547d\u4ee4\u65f6\uff0c\u5f53\u4eceWeb\u6d4f\u89c8\u5668\u8bbf\u95eeKubernetes\u96c6\u7fa4\u7684Master\u8282\u70b9\u7684\u4e3b\u673a\u540d\u6216IP\u5730\u5740\u76848080\u7aef\u53e3\u65f6\uff0c\u53ef\u4ee5\u8bbf\u95eeKubeflow\u7684\u4eea\u8868\u677f\u754c\u9762\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d260537434c4406c35dbe\/62-1.png\" alt=\"Image01-04.png\" \/><\/div>\n<h3>3.4.4. Jupyter Notebook\u4e0eKubeflow Pipelines\u7684\u96c6\u6210\u8bbe\u7f6e\u3002<\/h3>\n<p>\u4e3a\u4e86\u8ba9Jupyter Notebook\u80fd\u591f\u63a7\u5236Kubeflow Pipelines\uff0c\u9700\u8981\u5728\u540c\u65f6\u90e8\u7f72\u7684\u670d\u52a1\u7f51\u683c\u201cIstio\u201d\u4e2d\u6dfb\u52a0\u8bbf\u95ee\u6743\u9650\u6388\u6743\u7b56\u7565\u548c\u7f51\u7edc\u8fc7\u6ee4\u5668\u914d\u7f6e\uff0c\u5e76\u8fdb\u884c\u521b\u5efa\u548c\u6ce8\u518c\u3002\u4e0b\u9762\u662f\u5bf9Kubeflow\u7684\u9ed8\u8ba4\u7528\u6237\uff08user@example.com\uff09\u5728Jupyter Notebook\u4e2d\u63a7\u5236Kubeflow Pipelines\u7684\u6388\u6743\u7b56\u7565\u548c\u7f51\u7edc\u8fc7\u6ee4\u5668\u914d\u7f6e\u7684\u793a\u4f8b\u8bbe\u7f6e\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u7531\u4e8e\u4e0d\u5b58\u5728\u4e3aKubeflow\u7528\u6237\u6574\u4f53\u8fdb\u884cIstio\u6388\u6743\u7b56\u7565\u548c\u7f51\u7edc\u8fc7\u6ee4\u5668\u914d\u7f6e\u7684\u673a\u5236\uff0c\u56e0\u6b64\u5728Kubeflow\u8fd0\u8425\u65f6\uff0c\u5982\u679c\u8981\u5206\u914dJupyter Notebook\u5bf9Kubeflow Pipelines\u7684\u63a7\u5236\u6743\u9650\uff0c\u9700\u8981\u9488\u5bf9\u6bcf\u4e2a\u7528\u6237\u5355\u72ec\u8fdb\u884cIstio\u7b56\u7565\u548c\u7f51\u7edc\u8fc7\u6ee4\u5668\u914d\u7f6e\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Master\u30ce\u30fc\u30c9\u4e0a\u3067\u64cd\u4f5c\uff1a<\/span>\r\n<span class=\"c\"># Istio\u306b\u5bfe\u3059\u308bKubeflow\u30e6\u30fc\u30b6\uff08user@example.com\uff09\u306e\u30dd\u30ea\u30b7\u30fc\u3068\u30d5\u30a3\u30eb\u30bf\u3092\u8a2d\u5b9a<\/span>\r\n<span class=\"nb\">cat<\/span> <span class=\"o\">&lt;&lt;<\/span><span class=\"no\">EOF<\/span><span class=\"sh\"> | kubectl apply -f -\r\napiVersion: security.istio.io\/v1beta1\r\nkind: AuthorizationPolicy\r\nmetadata:\r\n name: bind-ml-pipeline-nb-kubeflow-user-example-com\r\n namespace: kubeflow\r\nspec:\r\n selector:\r\n   matchLabels:\r\n     app: ml-pipeline\r\n rules:\r\n - from:\r\n   - source:\r\n       principals: [\"cluster.local\/ns\/kubeflow-user-example-com\/sa\/default-editor\"]\r\n---\r\napiVersion: networking.istio.io\/v1alpha3\r\nkind: EnvoyFilter\r\nmetadata:\r\n  name: add-header\r\n  namespace: kubeflow-user-example-com\r\nspec:\r\n  configPatches:\r\n  - applyTo: VIRTUAL_HOST\r\n    match:\r\n      context: SIDECAR_OUTBOUND\r\n      routeConfiguration:\r\n        vhost:\r\n          name: ml-pipeline.kubeflow.svc.cluster.local:8888\r\n          route:\r\n            name: default\r\n    patch:\r\n      operation: MERGE\r\n      value:\r\n        request_headers_to_add:\r\n        - append: true\r\n          header:\r\n            key: kubeflow-userid\r\n            value: user@example.com\r\n  workloadSelector:\r\n    labels:\r\n      istio.io\/rev: default\r\n<\/span><span class=\"no\">EOF\r\n<\/span><\/code><\/pre>\n<h3>\u8bbe\u5b9a\u6bcf\u4e2a\u7528\u6237\u7684\u8d44\u6e90\u914d\u989d\u3002<\/h3>\n<p>\u5728Kubeflow\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4e3a\u6bcf\u4e2a\u7528\u6237\u8bbe\u7f6eCPU\u6570\u91cf\u3001\u5185\u5b58\u5927\u5c0f\u3001\u5b58\u50a8\u5bb9\u91cf\u7b49\u673a\u5668\u8d44\u6e90\u5206\u914d\u7684\u914d\u989d\uff08\u4e0a\u9650\uff09\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7\u5c06\u4e0eKubeflow\u7528\u6237\u5173\u8054\u7684\u914d\u7f6e\u6587\u4ef6\u6ce8\u518c\u5230Kubernetes\u96c6\u7fa4\u6765\u5b9e\u73b0\u914d\u989d\u7684\u8bbe\u7f6e\u3002<br \/>\n\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u4e3aKubeflow\u9ed8\u8ba4\u63d0\u4f9b\u7684\u7528\u6237\uff08user@example.com\uff09\u8bbe\u7f6eKubernetes\u914d\u7f6e\u6587\u4ef6\u7684\u914d\u989d\u793a\u4f8b\u3002<br \/>\n\u8bf7\u6ce8\u610f\uff0c\u7531\u4e8e\u4e0d\u5b58\u5728\u4e3aKubeflow\u7528\u6237\u8bbe\u7f6e\u5168\u5c40\u914d\u989d\u7684\u673a\u5236\uff0c\u56e0\u6b64\u5982\u679c\u9700\u8981\u4e3aKubeflow\u7528\u6237\u8bbe\u7f6e\u8d44\u6e90\u914d\u989d\uff0c\u60a8\u9700\u8981\u4e3a\u6bcf\u4e2a\u7528\u6237\u521b\u5efa\u548c\u6ce8\u518c\u72ec\u7acb\u7684Kubernetes\u914d\u7f6e\u6587\u4ef6\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Master\u30ce\u30fc\u30c9\u4e0a\u3067\u64cd\u4f5c\uff1a<\/span>\r\n<span class=\"c\"># Kubeflow\u30e6\u30fc\u30b6\uff08user@example.com\uff09\u306eQuota\u3092\u8a2d\u5b9a<\/span>\r\n<span class=\"nb\">cat<\/span> <span class=\"o\">&lt;&lt;<\/span><span class=\"no\">EOF<\/span><span class=\"sh\"> | kubectl apply -f - -n kubeflow\r\napiVersion: kubeflow.org\/v1beta1\r\nkind: Profile\r\nmetadata:\r\n  name: kubeflow-test-example-com\r\nspec:\r\n  owner:\r\n    kind: User\r\n    name: user@example.com\r\n  resourceQuotaSpec:\r\n   hard:\r\n     cpu: \"2\"\r\n     memory: 2Gi\r\n     requests.nvidia.com\/gpu: \"1\"\r\n     persistentvolumeclaims: \"1\"\r\n     requests.storage: \"20Gi\"\r\n<\/span><span class=\"no\">EOF\r\n<\/span><\/code><\/pre>\n<h3>3.4.6. \u6dfb\u52a0\u989d\u5916\u914d\u7f6e\u5230\u4f7f\u7528Kind\u521b\u5efa\u7684Kubernetes\u96c6\u7fa4\u4e2d\u3002<\/h3>\n<p>\u5982\u679c\u5728\u52a8\u4f5c\u786e\u8ba4\u73af\u5883\uff082\uff09\u7684\u60c5\u51b5\u4e0b\uff0c\u5728\u4f7f\u7528Kind\u521b\u5efa\u7684Kubernetes\u96c6\u7fa4\u4e0a\u90e8\u7f72Kubeflow 1.4\u5e76\u6267\u884cKubeflow Pipelines\uff0c\u9700\u8981\u8fdb\u884c\u989d\u5916\u7684\u914d\u7f6e\u4ee5\u5c06\u5bb9\u5668\u6267\u884c\u65b9\u5f0f\u4ece\u9ed8\u8ba4\u8bbe\u7f6e\u7684docker\u66f4\u6539\u4e3a\u5176\u4ed6\u65b9\u5f0f\uff08\u4f8b\u5982k8sapi\u3001kubelet\u3001pns\uff09\u3002\u4e0b\u9762\u63d0\u4f9b\u7684\u989d\u5916\u914d\u7f6e\u793a\u4f8b\u662f\u5c06\u5bb9\u5668\u6267\u884c\u65b9\u5f0f\u66f4\u6539\u4e3apns\uff08\u8fdb\u7a0b\u547d\u540d\u7a7a\u95f4\u5171\u4eab\uff09\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Master\u30ce\u30fc\u30c9\u4e0a\u3067\u64cd\u4f5c\uff1a<\/span>\r\n<span class=\"c\"># Kubeflow Pipelines\u306e\u30b3\u30f3\u30c6\u30ca\u5b9f\u884c\u5f62\u5f0f\uff08containerRuntimerExecutor\uff09\u3092\u2019pns\u2019\u306b\u8a2d\u5b9a<\/span>\r\nkubectl patch configmap workflow-controller-configmap <span class=\"nt\">-n<\/span> kubeflow <span class=\"nt\">-p<\/span> <span class=\"s1\">'{\"data\": {\"containerRuntimeExecutor\": \"pns\"}}'<\/span>\r\n<\/code><\/pre>\n<h2>\u5982\u679c\u8981\u90e8\u7f72Kubeflow 1.3\u7248\u672c\uff0c\u8bf7\u6267\u884c\u4ee5\u4e0b\u64cd\u4f5c\u3002<\/h2>\n<p>\u672c\u6b21\u4ecb\u7ecd\u4e86Kubeflow\u7248\u672c1.4\u7684\u90e8\u7f72\u6b65\u9aa4\uff0c\u4f46\u901a\u8fc7\u5728\u7b2c3\u7ae0\u7684\u6b65\u9aa4\u4e2d\u8fdb\u884c\u4ee5\u4e0b\u66f4\u6539\uff0c\u53ef\u4ee5\u90e8\u7f72Kubeflow\u7248\u672c1.3\u3002<\/p>\n<h4>\uff081\uff09\u5728\u83b7\u53d6Kubeflow\u90e8\u7f72\u7528Manifest\u6587\u4ef6\u65f6\u7684\u66f4\u6539\u3002<\/h4>\n<p>\u5728\u7b2c3.4.3\u8282(2)\u4e2d\uff0c\u4eceGitHub\u4ee3\u7801\u5e93\u514b\u9686\u5e76\u83b7\u53d6Kubeflow\u7684\u5168\u90e8Manifest\u6587\u4ef6\u540e\uff0c\u5c06\u68c0\u51fa\u6807\u7b7e\u66f4\u6539\u4e3av1.3.1\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Master\u30ce\u30fc\u30c9\u4e0a\u3067\u64cd\u4f5c\uff1a<\/span>\r\n<span class=\"c\"># Kubeflow Manifest\u30d5\u30a1\u30a4\u30eb\u4e00\u5f0f\u306e\u30af\u30ed\u30fc\u30f3<\/span>\r\ngit clone https:\/\/github.com\/kubeflow\/manifests.git\r\n<span class=\"c\"># \u30af\u30ed\u30fc\u30f3\u5148\u3078\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306e\u79fb\u52d5<\/span>\r\n<span class=\"nb\">cd <\/span>manifests\r\n<span class=\"c\"># \u30d0\u30fc\u30b8\u30e7\u30f31.3.1\u3067\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8<\/span>\r\ngit checkout v1.3.1\r\n<\/code><\/pre>\n<h4>(2) \u6267\u884c\u6545\u969c\u56de\u907f\u8865\u4e01\u547d\u4ee4<\/h4>\n<p>\u5728Kubeflow\u7248\u672c1.3\u4e2d\uff0c\u5728\u7b2c3.4.3\u8282(3)\u4e2d\u6267\u884cKubeflow\u90e8\u7f72\u811a\u672c\u5e76\u6210\u529f\u90e8\u7f72\u540e\uff0c\u4ecd\u7136\u5b58\u5728\u7531\u4e8e\u6545\u969c\u800c\u65e0\u6cd5\u542f\u52a8\u7684Pod\u3002\u7531\u4e8e\u89e3\u51b3\u65b9\u6cd5\u5df2\u5728\u793e\u533a\u4e2d\u516c\u5f00\u53d1\u5e03\uff0c\u6211\u4eec\u5c06\u6267\u884c\u8865\u4e01\u547d\u4ee4\u6765\u907f\u514d\u6545\u969c\u5e76\u6210\u529f\u542f\u52a8\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Master\u30ce\u30fc\u30c9\u4e0a\u3067\u64cd\u4f5c\uff1a<\/span>\r\n<span class=\"c\"># dex \u306e Deployment \u3092\u4fee\u6b63<\/span>\r\nkubectl patch deployment dex <span class=\"nt\">-n<\/span> auth <span class=\"nt\">-p<\/span> <span class=\"s1\">'{\"spec\":{\"template\":{\"spec\":{\"containers\":[{\"name\":\"dex\",\"env\":[{\"name\":\"KUBERNETES_POD_NAMESPACE\",\"value\":\"default\"}]}]}}}}'<\/span>\r\n\r\n<span class=\"c\"># mpi-operator \u306e Deployment \u3092\u4fee\u6b63<\/span>\r\nkubectl patch  deployment mpi-operator <span class=\"nt\">-n<\/span> kubeflow <span class=\"nt\">-p<\/span> <span class=\"s1\">'{\"spec\":{\"template\":{\"spec\":{\"containers\":[{\"name\":\"mpi-operat\r\n<\/span><\/code><\/pre>\n<h2>5. \u7ed3\u675f\u65f6<\/h2>\n<p>\u8fd9\u6b21\u6211\u4eec\u4ecb\u7ecd\u4e86\u5728\u5e38\u89c4Kubernetes\u96c6\u7fa4\u4e0a\u90e8\u7f72Kubeflow\u7248\u672c1.4\u7684\u6b65\u9aa4\u3002Kubeflow\u5177\u6709\u5404\u79cd\u529f\u80fd\uff0c\u53ef\u4ee5\u5b9e\u73b0MLOps\u3002\u672a\u6765\uff0c\u6211\u4eec\u8ba1\u5212\u4ecb\u7ecdKubeflow\u529f\u80fd\u7684\u5e94\u7528\u793a\u4f8b\u548c\u6280\u5de7\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9996\u5148 2. \u4e00\u5f00\u59cb 3. \u9996\u5148 4. \u5f00\u7bc7 5. \u8d77\u521d \u6211\u662f\u65e5\u7acb\u5236\u4f5c\u682a\u5f0f\u4f1a\u793e\u7814\u7a76\u5f00\u53d1\u7ec4\u670d\u52a1\u8ba1\u7b97\u7814\u7a76\u90e8\u7684\u7530\u4e2d\u3002K [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-35952","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u90e8\u7f72Kubeflow\u7248\u672c1.4\u81f3Kubernetes\u96c6\u7fa4 - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/\u90e8\u7f72kubeflow\u7248\u672c1-4\u81f3kubernetes\u96c6\u7fa4\u3002\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u90e8\u7f72Kubeflow\u7248\u672c1.4\u81f3Kubernetes\u96c6\u7fa4\" \/>\n<meta property=\"og:description\" content=\"\u9996\u5148 2. \u4e00\u5f00\u59cb 3. \u9996\u5148 4. \u5f00\u7bc7 5. \u8d77\u521d \u6211\u662f\u65e5\u7acb\u5236\u4f5c\u682a\u5f0f\u4f1a\u793e\u7814\u7a76\u5f00\u53d1\u7ec4\u670d\u52a1\u8ba1\u7b97\u7814\u7a76\u90e8\u7684\u7530\u4e2d\u3002K [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u90e8\u7f72kubeflow\u7248\u672c1-4\u81f3kubernetes\u96c6\u7fa4\u3002\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-11-15T08:43:28+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-28T19:39:22+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d260537434c4406c35dbe\/17-0.png\" \/>\n<meta name=\"author\" content=\"\u97f5, \u79d1\" \/>\n<meta name=\"twitter:card\" 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