Apache Spark 2.3 運行在Kubernete實戰

1. 下載源代碼，並解壓
   下載地址

tar -zxvf v2.3.2.tar.gz

2. 編譯

cd spark-2.3.2
build/mvn install -DskipTests
build/mvn compile -Pkubernetes -pl resource-managers/kubernetes/core -am -DskipTests
build/mvn install -Pkubernetes -pl resource-managers/kubernetes/core -am -DskipTests

[root@compile spark-2.3.2]# ls assembly/target/scala-2.11/jars/ -la|grep spark-kub*
-rw-r--r-- 1 root root   381120 Sep 26 09:56 spark-kubernetes_2.11-2.3.2.jar

dev/make-distribution.sh --tgz -Phadoop-2.7 -Pkubernetes

構建支持R語言和hive的tar

./dev/make-distribution.sh --name inspur-spark --pip --r --tgz -Psparkr -Phadoop-2.7 -Phive -Phive-thriftserver -Pkubernetes

出錯：

++ echo 'Cannot find '\''R_HOME'\''. Please specify '\''R_HOME'\'' or make sure R is properly installed.'
Cannot find 'R_HOME'. Please specify 'R_HOME' or make sure R is properly installed.

此次我們只測試Spark running on kubernetes，因此暫時不需要解決此問題。

3. 構建Docker Image

   ./bin/docker-image-tool.sh -r bigdata.registry.com:5000 -t 2.3.2 build
   ./bin/docker-image-tool.sh -r bigdata.registry.com:5000 -t 2.3.2 push

   由於本地的私有harbor中創建了倉庫insight
   因此，執行如下命令push Image:

   docker tag bigdata.registry.com:5000/spark:2.3.2 bigdata.registry.com:5000/insight/spark:2.3.2
   docker push  bigdata.registry.com:5000/insight/spark:2.3.2

4. 將examples.jar上傳至httpd服務中

   [root@compile spark-2.3.2]# ll dist/examples/jars/spark-examples_2.11-2.3.2.jar 
   -rw-r--r-- 1 root root 1997551 Sep 26 09:56 dist/examples/jars/spark-examples_2.11-2.3.2.jar
   [root@compile spark-2.3.2]# cp dist/examples/jars/spark-examples_2.11-2.3.2.jar /opt/mnt/www/html/spark/
   [root@compile spark-2.3.2]# ll /opt/mnt/www/html/spark/
   -rw-r--r-- 1 root root  1997551 Sep 26 10:26 spark-examples_2.11-2.3.2.jar

5. 準備kubernetes環境，即授權

   kubectl create serviceaccount spark -nspark
   kubectl create clusterrolebinding spark-role --clusterrole=edit --serviceaccount=spark:spark --namespace=spark

   --seriveaccount=spark:spark 前一個spark是指namespace， 後一個spark是指serviceaccount

6. 測試

   bin/spark-submit \
   --master k8s://http://10.221.129.20:8080 \
   --deploy-mode cluster \
   --name spark-pi \
   --class org.apache.spark.examples.SparkPi \
   --conf spark.executor.instances=1 \
   --conf spark.kubernetes.container.image=bigdata.registry.com:5000/insight/spark:2.3.2 \
     --conf spark.kubernetes.namespace=spark \
     --conf spark.kubernetes.authenticate.driver.serviceAccountName=spark \
   http://10.221.129.22/spark/spark-examples_2.11-2.3.2.jar

   
   運行日誌：

   2018-09-26 10:27:54 WARN Utils:66 - Kubernetes master URL uses HTTP instead of HTTPS.
   2018-09-26 10:28:25 WARN Config:347 - Error reading service account token from: [/var/run/secrets/kubernetes.io/serviceaccount/token]. Ignoring.
   2018-09-26 10:28:27 INFO LoggingPodStatusWatcherImpl:54 - State changed, new state:
   pod name: spark-pi-7b0ffe8a4023370a872acdd679f024b1-driver
   namespace: default
   labels: spark-app-selector -> spark-74d52904a3794e8986895a12322c5cd9, spark-role -> driver
   pod uid: d9bce33c-c133-11e8-b988-fa163e609d06
   creation time: 2018-09-26T02:28:27Z
   service account name: default
   volumes: spark-init-properties, download-jars-volume, download-files-volume, default-token-7mnhw
   node name: N/A
   start time: N/A
   container images: N/A
   phase: Pending
   status: []
   2018-09-26 10:28:27 INFO LoggingPodStatusWatcherImpl:54 - State changed, new state:
   pod name: spark-pi-7b0ffe8a4023370a872acdd679f024b1-driver
   namespace: default
   labels: spark-app-selector -> spark-74d52904a3794e8986895a12322c5cd9, spark-role -> driver
   pod uid: d9bce33c-c133-11e8-b988-fa163e609d06
   creation time: 2018-09-26T02:28:27Z
   service account name: default
   volumes: spark-init-properties, download-jars-volume, download-files-volume, default-token-7mnhw
   node name: master2
   start time: N/A
   container images: N/A
   phase: Pending
   status: []
   2018-09-26 10:28:27 INFO LoggingPodStatusWatcherImpl:54 - State changed, new state:
   pod name: spark-pi-7b0ffe8a4023370a872acdd679f024b1-driver
   namespace: default
   labels: spark-app-selector -> spark-74d52904a3794e8986895a12322c5cd9, spark-role -> driver
   pod uid: d9bce33c-c133-11e8-b988-fa163e609d06
   creation time: 2018-09-26T02:28:27Z
   service account name: default
   volumes: spark-init-properties, download-jars-volume, download-files-volume, default-token-7mnhw
   node name: master2
   start time: 2018-09-26T02:28:27Z
   container images: bigdata.registry.com:5000/insight/spark:2.3.2
   phase: Pending
   status: [ContainerStatus(containerID=null, image=bigdata.registry.com:5000/insight/spark:2.3.2, imageID=, lastState=ContainerState(running=null, terminated=null, waiting=null, additionalProperties={}), name=spark-kubernetes-driver, ready=false, restartCount=0, state=ContainerState(running=null, terminated=null, waiting=ContainerStateWaiting(message=null, reason=PodInitializing, additionalProperties={}), additionalProperties={}), additionalProperties={})]
   2018-09-26 10:28:28 INFO Client:54 - Waiting for application spark-pi to finish...
   2018-09-26 10:28:51 INFO LoggingPodStatusWatcherImpl:54 - State changed, new state:
   pod name: spark-pi-7b0ffe8a4023370a872acdd679f024b1-driver
   namespace: default
   labels: spark-app-selector -> spark-74d52904a3794e8986895a12322c5cd9, spark-role -> driver
   pod uid: d9bce33c-c133-11e8-b988-fa163e609d06
   creation time: 2018-09-26T02:28:27Z
   service account name: default
   volumes: spark-init-properties, download-jars-volume, download-files-volume, default-token-7mnhw
   node name: master2
   start time: 2018-09-26T02:28:27Z
   container images: bigdata.registry.com:5000/insight/spark:2.3.2
   phase: Pending
   status: [ContainerStatus(containerID=null, image=bigdata.registry.com:5000/insight/spark:2.3.2, imageID=, lastState=ContainerState(running=null, terminated=null, waiting=null, additionalProperties={}), name=spark-kubernetes-driver, ready=false, restartCount=0, state=ContainerState(running=null, terminated=null, waiting=ContainerStateWaiting(message=null, reason=PodInitializing, additionalProperties={}), additionalProperties={}), additionalProperties={})]
   2018-09-26 10:28:56 INFO LoggingPodStatusWatcherImpl:54 - State changed, new state:
   pod name: spark-pi-7b0ffe8a4023370a872acdd679f024b1-driver
   namespace: default
   labels: spark-app-selector -> spark-74d52904a3794e8986895a12322c5cd9, spark-role -> driver
   pod uid: d9bce33c-c133-11e8-b988-fa163e609d06
   creation time: 2018-09-26T02:28:27Z
   service account name: default
   volumes: spark-init-properties, download-jars-volume, download-files-volume, default-token-7mnhw
   node name: master2
   start time: 2018-09-26T02:28:27Z
   container images: bigdata.registry.com:5000/insight/spark:2.3.2
   phase: Pending
   status: [ContainerStatus(containerID=null, image=bigdata.registry.com:5000/insight/spark:2.3.2, imageID=, lastState=ContainerState(running=null, terminated=null, waiting=null, additionalProperties={}), name=spark-kubernetes-driver, ready=false, restartCount=0, state=ContainerState(running=null, terminated=null, waiting=ContainerStateWaiting(message=null, reason=PodInitializing, additionalProperties={}), additionalProperties={}), additionalProperties={})]
   2018-09-26 10:28:57 INFO LoggingPodStatusWatcherImpl:54 - State changed, new state:
   pod name: spark-pi-7b0ffe8a4023370a872acdd679f024b1-driver
   namespace: default
   labels: spark-app-selector -> spark-74d52904a3794e8986895a12322c5cd9, spark-role -> driver
   pod uid: d9bce33c-c133-11e8-b988-fa163e609d06
   creation time: 2018-09-26T02:28:27Z
   service account name: default
   volumes: spark-init-properties, download-jars-volume, download-files-volume, default-token-7mnhw
   node name: master2
   start time: 2018-09-26T02:28:27Z
   container images: bigdata.registry.com:5000/insight/spark:2.3.2
   phase: Running
   status: [ContainerStatus(containerID=docker://3abe8f7ac19d2f52ed3ba84e32e076268ae0dfde83ff0a75b2359924d3bac412, image=bigdata.registry.com:5000/insight/spark:2.3.2, imageID=docker-pullable://bigdata.registry.com:5000/insight/spark@sha256:0bfd1a27778f97a1ec620446b599d9f1fda882e8c3945a04ce8435356a40efe8, lastState=ContainerState(running=null, terminated=null, waiting=null, additionalProperties={}), name=spark-kubernetes-driver, ready=true, restartCount=0, state=ContainerState(running=ContainerStateRunning(startedAt=Time(time=2018-09-26T02:28:57Z, additionalProperties={}), additionalProperties={}), terminated=null, waiting=null, additionalProperties={}), additionalProperties={})]
   2018-09-26 10:29:05 INFO LoggingPodStatusWatcherImpl:54 - State changed, new state:
   pod name: spark-pi-7b0ffe8a4023370a872acdd679f024b1-driver
   namespace: default
   labels: spark-app-selector -> spark-74d52904a3794e8986895a12322c5cd9, spark-role -> driver
   pod uid: d9bce33c-c133-11e8-b988-fa163e609d06
   creation time: 2018-09-26T02:28:27Z
   service account name: default
   volumes: spark-init-properties, download-jars-volume, download-files-volume, default-token-7mnhw
   node name: master2
   start time: 2018-09-26T02:28:27Z
   container images: bigdata.registry.com:5000/insight/spark:2.3.2
   phase: Failed
   status: [ContainerStatus(containerID=docker://3abe8f7ac19d2f52ed3ba84e32e076268ae0dfde83ff0a75b2359924d3bac412, image=bigdata.registry.com:5000/insight/spark:2.3.2, imageID=docker-pullable://bigdata.registry.com:5000/insight/spark@sha256:0bfd1a27778f97a1ec620446b599d9f1fda882e8c3945a04ce8435356a40efe8, lastState=ContainerState(running=null, terminated=null, waiting=null, additionalProperties={}), name=spark-kubernetes-driver, ready=false, restartCount=0, state=ContainerState(running=null, terminated=ContainerStateTerminated(containerID=docker://3abe8f7ac19d2f52ed3ba84e32e076268ae0dfde83ff0a75b2359924d3bac412, exitCode=1, finishedAt=Time(time=2018-09-26T02:29:04Z, additionalProperties={}), message=null, reason=Error, signal=null, startedAt=Time(time=2018-09-26T02:28:57Z, additionalProperties={}), additionalProperties={}), waiting=null, additionalProperties={}), additionalProperties={})]
   2018-09-26 10:29:05 INFO LoggingPodStatusWatcherImpl:54 - Container final statuses:
   Container name: spark-kubernetes-driver
   Container image: bigdata.registry.com:5000/insight/spark:2.3.2
   Container state: Terminated
   Exit code: 1
   2018-09-26 10:29:05 INFO Client:54 - Application spark-pi finished.
   2018-09-26 10:29:05 INFO ShutdownHookManager:54 - Shutdown hook called
   2018-09-26 10:29:05 INFO ShutdownHookManager:54 - Deleting directory /tmp/spark-53c85221-619e-41c6-8b94-80b950852b7e

編碼提交：

val args = Array(  //10.110.25.114 //10.221.129.20
      "--master","k8s://http://10.221.129.20:8080",

      "--deploy-mode", "cluster",
      "--name","spark-pi",
      "--class", "org.apache.spark.examples.SparkPi",
      "--conf", "spark.kubernetes.container.image=bigdata.registry.com:5000/insight/spark:2.3.2",
      "--conf","spark.kubernetes.container.image.pullPolicy=Always",
      "--conf", "spark.kubernetes.namespace=spark",
      "--conf","spark.executor.instances=1",

      "--conf", "spark.kubernetes.authenticate.driver.serviceAccountName=spark",

      "http://10.221.129.22/spark/spark-examples_2.11-2.3.2.jar",
      "1000"
    )
    for (arg <- args) {
      System.out.println(arg)
    }
    SparkSubmit.main(args)
    System.out.println("----------------Submitted----------------")

報錯信息：

Error: Could not find or load main class org.apache.spark.examples.SparkPi

比較如下日誌：

exec /sbin/tini -s -- /usr/lib/jvm/java-1.8-openjdk/bin/java -Dspark.app.name=spark-pi -Dspark.submit.deployMode=cluster -Dspark.driver.blockManager.port=7079 -Dspark.kubernetes.authenticate.driver.serviceAccountName=spark -Dspark.kubernetes.container.image=bigdata.registry.com:5000/insight/spark:2.3.2 -Dspark.driver.port=7078 -Dspark.jars=http://10.221.129.22/spark/spark-examples_2.11-2.3.2.jar,http://10.221.129.22/spark/spark-examples_2.11-2.3.2.jar -Dspark.kubernetes.namespace=spark -Dspark.master=k8s://http://10.221.129.20:8080 -Dspark.kubernetes.initContainer.configMapKey=spark-init.properties -Dspark.kubernetes.driver.pod.name=spark-pi-ab8c723b183c33cd9c4512efa77a9fc4-driver -Dspark.app.id=spark-3501543884294635931abc16b400ed33 -Dspark.driver.host=spark-pi-ab8c723b183c33cd9c4512efa77a9fc4-driver-svc.spark.svc -Dspark.executor.instances=1 -Dspark.kubernetes.executor.podNamePrefix=spark-pi-ab8c723b183c33cd9c4512efa77a9fc4 -Dspark.kubernetes.initContainer.configMapName=spark-pi-ab8c723b183c33cd9c4512efa77a9fc4-init-config -Dspark.kubernetes.container.image.pullPolicy=Always -cp ':/opt/spark/jars/*:/var/spark-data/spark-jars/spark-examples_2.11-2.3.2.jar;/var/spark-data/spark-jars/spark-examples_2.11-2.3.2.jar' -Xms1g -Xmx1g -Dspark.driver.bindAddress=158.158.104.125 org.apache.spark.examples.SparkPi 1000

和

exec /sbin/tini -s -- /usr/lib/jvm/java-1.8-openjdk/bin/java -Dspark.app.name=spark-pi -Dspark.submit.deployMode=cluster -Dspark.driver.blockManager.port=7079 -Dspark.kubernetes.authenticate.driver.serviceAccountName=spark -Dspark.kubernetes.container.image=bigdata.registry.com:5000/insight/spark:2.3.2 -Dspark.app.id=spark-e234fa6401bf4136bd1df1c5d4521b49 -Dspark.driver.port=7078 -Dspark.jars=http://10.221.129.22/spark/spark-examples_2.11-2.3.2.jar,http://10.221.129.22/spark/spark-examples_2.11-2.3.2.jar -Dspark.kubernetes.namespace=spark -Dspark.master=k8s://http://10.221.129.20:8080 -Dspark.driver.host=spark-pi-ccf29e2a29ac39479de5bc4b5cc9d179-driver-svc.spark.svc -Dspark.kubernetes.initContainer.configMapKey=spark-init.properties -Dspark.kubernetes.driver.pod.name=spark-pi-ccf29e2a29ac39479de5bc4b5cc9d179-driver -Dspark.executor.instances=1 -Dspark.kubernetes.initContainer.configMapName=spark-pi-ccf29e2a29ac39479de5bc4b5cc9d179-init-config -Dspark.kubernetes.executor.podNamePrefix=spark-pi-ccf29e2a29ac39479de5bc4b5cc9d179 -cp ':/opt/spark/jars/*:/var/spark-data/spark-jars/spark-examples_2.11-2.3.2.jar:/var/spark-data/spark-jars/spark-examples_2.11-2.3.2.jar' -Xms1g -Xmx1g -Dspark.driver.bindAddress=158.158.104.126 org.apache.spark.examples.SparkPi 1000

中cp設置的classpath差異： 兩個jar之間使用;或:分隔，Linux系統中使用:分隔，代碼提交使用的windows系統。
查閱相關源碼：

org.apache.spark.deploy.SparkSubmitAction

org.apache.spark.deploy.k8s.submit.KubernetesClientApplication

從上述代碼可以看出，/var/spark-data/spark-jars/spark-examples_2.11-2.3.2.jar加了2次到sparkJars變量中。
代碼如下：

org.apache.spark.deploy.k8s.submit.steps.DependencyResolutionStep

org.apache.spark.deploy.k8s.submit.DriverConfigOrchestrator

初始化了下圖中的submissionSteps

7.參考文檔：
build-spark
running-on-kubernetes

備註：
提交自定義的spark job

bin/spark-submit \
    --master k8s://http://10.221.129.20:8080 \
    --deploy-mode cluster \
    --name rule-engine \
    --class com.inspur.iot.RuleEngine \
    --conf spark.executor.instances=1 \
    --conf spark.kubernetes.container.image=bigdata.registry.com:5000/insight/spark:2.3.2 \
    --conf spark.kubernetes.namespace=spark \
    --conf spark.kubernetes.authenticate.driver.serviceAccountName=spark \
    http://10.221.129.22/spark/iot-stream-app-1.3-SNAPSHOT.jar \
    --base64=true \
--rule=c2VsZWN0IHRpbWVTdGFtcCBBcyBrZXksIGNvbmNhdF93cygifCIsIHN0YXRlLnJlcG9ydGVkLnRlbXBlcmF0dXJlLCBjbGllbnRUb2tlbikgYXMgdmFsdWUgZnJvbSB0b3BpY3M= \
--sample='{"timeStamp":1531381822,"clientToken":"clientId_lamp","state":{"reported":{"temperature":23}}}' \
--source-type=kafka \
--source='{"kafka.bootstrap.servers":"isa-kafka-svc.spark:9092","subscribe":"sensor"}' \
--sink-type=console \
--verbose