{"id":35997,"date":"2023-02-20T12:57:06","date_gmt":"2023-04-02T15:53:40","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8kubernetes%e4%b8%8a%e4%bd%bf%e7%94%a8persistent-volume%e7%9a%84spark%e6%96%b9%e6%b3%95\/"},"modified":"2024-04-29T15:26:00","modified_gmt":"2024-04-29T07:26:00","slug":"%e5%9c%a8kubernetes%e4%b8%8a%e4%bd%bf%e7%94%a8persistent-volume%e7%9a%84spark%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8kubernetes%e4%b8%8a%e4%bd%bf%e7%94%a8persistent-volume%e7%9a%84spark%e6%96%b9%e6%b3%95\/","title":{"rendered":"\u5728Kubernetes\u4e0a\u4f7f\u7528Persistent Volume\u7684Spark\u65b9\u6cd5"},"content":{"rendered":"<p>Kubernetes\u4e2d\u6709\u4e00\u4e2a\u540d\u4e3a\u6301\u4e45\u5377\uff08PV\uff09\u7684\u6570\u636e\u5b58\u50a8\u533a\u57df\uff0c\u53ef\u4ee5\u9644\u52a0\u5230Pod\u5e76\u8fdb\u884c\u4f7f\u7528\u3002<br \/>\n\u901a\u8fc7PV\uff0c\u5373\u4f7f\u5220\u9664Pod\u4e5f\u53ef\u4ee5\u4fdd\u7559\u6570\u636e\uff0c\u8fd8\u53ef\u4ee5\u4f5c\u4e3a\u591a\u4e2aPod\u4e4b\u95f4\u7684\u5171\u4eab\u5b58\u50a8\u4f7f\u7528\u3002<\/p>\n<p>Apache Spark\u4ece2.3\u7248\u672c\u5f00\u59cb\u652f\u6301Kubernetes\u7684\u539f\u751f\u652f\u6301\uff0c\u4f46\u622a\u81f3\u76ee\u524d\u4e3a\u6b62\uff082018\u5e749\u670811\u65e5\uff09\uff0cSpark2.3\u7684\u5f53\u524d\u7248\u672c\u5c1a\u4e0d\u652f\u6301\u9644\u52a0\u5230\u6301\u4e45\u5377\u3002<br \/>\n\u5e78\u8fd0\u7684\u662f\uff0c\u636e\u79f0\u4e0b\u4e00\u4e2a\u7248\u672c\u7684Spark2.4\u5c06\u652f\u6301\u4f7f\u7528\u6301\u4e45\u5377\uff0c\u56e0\u6b64\u6211\u6253\u7b97\u63d0\u524d\u5c1d\u8bd5\u5728Kubernetes\u4e0a\u4f7f\u7528Spark\u5e76\u5c1d\u8bd5\u4f7f\u7528\u6301\u4e45\u5377\u3002<\/p>\n<h1>\u524d\u63d0\u6761\u4ef6\u548c\u73af\u5883<\/h1>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Kubernetes\u5b9f\u884c\u74b0\u5883 : Azure Kubernetes Service(AKS)<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u4e00\u53e3\u306bPV\u3068\u3044\u3063\u3066\u3082\u3001\u3044\u308d\u3093\u306a\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u304c\u3001AKS\u3067\u30af\u30e9\u30b9\u30bf\u3092\u4f5c\u6210\u3059\u308b\u3068\u3001\u6b21\u306e2\u3064\u306eAzure Disk\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u304c\u81ea\u52d5\u3067\u4f5c\u6210\u3055\u308c\u308b\u306e\u3067\u3001\u4eca\u56de\u306f&#8221;default&#8221;\u306b\u5bfe\u3057\u3066\u30a2\u30bf\u30c3\u30c1\u3092\u8a66\u307f\u307e\u3059\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>default : HDD \u203b\u4eca\u56de\u306f\u3053\u3061\u3089\u3092\u5229\u7528\u3059\u308b<br \/>\nmanaged-premium : SSD<\/p>\n<h1>\u51c6\u5907Spark2.4\u3002<\/h1>\n<p>\u4eceGitHub\u4e0a\u514b\u96862.4\u7248\u672c\u7684\u6e90\u4ee3\u7801\u3002<\/p>\n<pre class=\"post-pre\"><code>git clone -b branch-2.4 https:\/\/github.com\/apache\/spark.git\r\n<\/code><\/pre>\n<p>\u4f7f\u7528SBT\uff08Scala\u6784\u5efa\u5de5\u5177\uff09\u8fdb\u884c\u6784\u5efa\u3002<br \/>\n\u5e94\u8be5\u4e5f\u53ef\u4ee5\u4f7f\u7528mvn\u7b49\u3002<\/p>\n<pre class=\"post-pre\"><code>build\/sbt -Pkubernetes -DskipTests clean package\r\n<\/code><\/pre>\n<p>\u4f7f\u7528Spark 2.4\u6784\u5efa\u5e76\u63a8\u9001Spark\u5bb9\u5668\u3002<br \/>\n\u7531\u4e8e\u4e0eSpark 2.3\u76f8\u540c\uff0c\u5177\u4f53\u65b9\u6cd5\u7565\u8fc7\u3002<\/p>\n<h1>\u521b\u5efa PVC\uff08\u6301\u4e45\u5377\u7d22\u53d6\uff09\u3002<\/h1>\n<p>\u6211\u5011\u5c07\u5275\u5efa PVC \u5b9a\u7fa9\uff08\u6307\u5b9a\u8981\u4f7f\u7528\u591a\u5c11\u5b58\u5132\u7a7a\u9593\uff09\u3002<br \/>\n\u8acb\u4ee5 yaml \u683c\u5f0f\u5982\u4e0b\u7de8\u5beb\uff1a<br \/>\n\u5728\u9019\u88e1\uff0c\u6211\u5011\u5c07\u4f7f\u7528 PVC \u540d\u7a31\u70ba\u300cazure-managed-disk\u300d\uff0c\u4e26\u4fdd\u7559 5G \u7684\u7a7a\u9593\u3002<\/p>\n<pre class=\"post-pre\"><code>azure-default.yaml\r\n\r\n\r\napiVersion: v1\r\nkind: PersistentVolumeClaim\r\nmetadata:\r\n  name: azure-managed-disk\r\nspec:\r\n  accessModes:\r\n  - ReadWriteOnce\r\n  storageClassName: default\r\n  resources:\r\n    requests:\r\n      storage: 5Gi\r\n<\/code><\/pre>\n<p>\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u5728AKS\u4e0a\u521b\u5efaPVC\u3002<\/p>\n<pre class=\"post-pre\"><code>kubectl create -f azure-default.yaml\r\n<\/code><\/pre>\n<p>\u5982\u679c\u4f7f\u7528Storage Class\u521b\u5efa\u4e86PVC\u5e76\u4e14\u6ca1\u6709\u95ee\u9898\uff0c\u5c31\u53ef\u4ee5\u67e5\u770b\u6839\u636ePVC\u5185\u5bb9\u521b\u5efa\u7684PV\u3002\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u8fdb\u884c\u786e\u8ba4\u3002<\/p>\n<pre class=\"post-pre\"><code>kubectl get pv\r\n<\/code><\/pre>\n<h1>3. \u8fd0\u884cSpark-Submit<\/h1>\n<p>\u901a\u8fc7\u5728spark-submit\u65f6\u6307\u5b9a\u547d\u4ee4\u9009\u9879\uff0c\u53ef\u4ee5\u5c06Spark Pod\u548c\u4e4b\u524d\u521b\u5efa\u7684PV\u8fde\u63a5\u8d77\u6765\u3002<\/p>\n<pre class=\"post-pre\"><code>.\/bin\/spark-submit \\\r\n--master k8s:\/\/http:\/\/127.0.0.1:8001 \\\r\n--deploy-mode cluster \\\r\n--name spark-pi \\\r\n--class org.apache.spark.examples.SparkPi \\\r\n--conf spark.executor.instances=1 \\\r\n--conf spark.kubernetes.container.image=$REGISTRY_NAME\/spark:$REGISTRY_TAG \\\r\n--conf spark.kubernetes.driver.volumes.persistentVolumeClaim.volume.mount.path=\/mnt\/azure \\\r\n--conf spark.kubernetes.driver.volumes.persistentVolumeClaim.volume.mount.readOnly=false \\\r\n--conf spark.kubernetes.driver.volumes.persistentVolumeClaim.volume.options.claimName=azure-managed-disk \\\r\nlocal:\/\/\/opt\/spark\/work-dir\/SparkPi.jar\r\n<\/code><\/pre>\n<p>\u7528\u4e8e\u9644\u52a0PV\u7684\u547d\u4ee4\u9009\u9879\u6709\u4ee5\u4e0b\u4e09\u4e2a\uff1a<\/p>\n<pre class=\"post-pre\"><code># pod\u5185\u306e\u3069\u306e\u30d1\u30b9\u306b\u30de\u30a6\u30f3\u30c8\u3059\u308b\u304b\uff1f(\u3053\u3053\u3067\u306f\"\/mnt\/azure\"\u306b\u30de\u30a6\u30f3\u30c8\u3057\u307e\u3057\u305f)\r\n--conf spark.kubernetes.driver.volumes.persistentVolumeClaim.volume.mount.path=\/mnt\/azure \\\r\n# \u8aad\u307f\u53d6\u308a\u5c02\u7528\u304b\uff1f\uff08\u3053\u3053\u3067\u306f\u8aad\u307f\u66f8\u304d\u4e21\u65b9\u53ef\u80fd\uff09\r\n--conf spark.kubernetes.driver.volumes.persistentVolumeClaim.volume.mount.readOnly=false \\\r\n# \u3069\u306ePVC\u3092\u5229\u7528\u3059\u308b\u304b\uff1f\uff08\u3053\u3053\u3067\u306f\u5148\u306b\u4f5c\u6210\u3057\u305fPVC\"azure-managed-disk\"\u3092\u5229\u7528)\r\n--conf spark.kubernetes.driver.volumes.persistentVolumeClaim.volume.options.claimName=azure-managed-disk \\\r\n<\/code><\/pre>\n<h1>4. \u6587\u79d1\u53c2\u8003<\/h1>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">https:\/\/github.com\/apache\/spark\/blob\/master\/docs\/running-on-kubernetes.md#using-kubernetes-volumes<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">https:\/\/docs.microsoft.com\/ja-jp\/azure\/aks\/azure-disks-dynamic-pv<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Kubernetes\u4e2d\u6709\u4e00\u4e2a\u540d\u4e3a\u6301\u4e45\u5377\uff08PV\uff09\u7684\u6570\u636e\u5b58\u50a8\u533a\u57df\uff0c\u53ef\u4ee5\u9644\u52a0\u5230Pod\u5e76\u8fdb\u884c\u4f7f\u7528\u3002 \u901a\u8fc7PV\uff0c\u5373\u4f7f\u5220\u9664 [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-35997","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) - 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