Apache Spark 2.3 运行在Kubernete实战

下载源代码，并解压
下载地址

tar -zxvf v2.3.2.tar.gz

编译

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

构建支持R语言和hive的tar

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

出错：

++ 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.

此次我们只测试Spark running on kubernetes，因此暂时不需要解决此问题。

构建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

由于本地的私有harbor中创建了仓库insight
因此，执行如下命令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

将examples.jar上传至httpd服务中

[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

准备kubernetes环境，即授权

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

--seriveaccount=spark:spark 前一个spark是指namespace，后一个spark是指serviceaccount

测试
```
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
```
运行日志：

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

7.参考文档：
build-spark
running-on-kubernetes

备注：
提交自定义的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

Apache Spark 2.3 运行在Kubernete实战

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