實驗目的：
配置Kettle向Spark集羣提交作業。
實驗環境：
Spark History Server：
172.16.1.126
Spark Gateway：
172.16.1.124
172.16.1.125
172.16.1.126
172.16.1.127
PDI：
172.16.1.105
Hadoop版本：CDH 6.3.1
Spark版本：2.4.0-cdh6.3.1
PDI版本：8.3
Kettle連接CDH參見“https://wxy0327.blog.csdn.net/article/details/106406702”。配置步驟：
1. 將CDH中Spark的庫文件複製到PDI所在主機
-- 在172.16.1.126上執行
cd /opt/cloudera/parcels/CDH-6.3.1-1.cdh6.3.1.p0.1470567/lib/spark
scp -r * 172.16.1.105:/root/spark/
2. 爲Kettle配置Spark
以下操作均在172.16.1.105以root用戶執行。
（1）備份原始配置文件
cp spark-defaults.conf spark-defaults.conf.bak
cp spark-env.sh spark-env.sh.bak
（2）編輯spark-defaults.conf文件.
vim /root/spark/conf/spark-defaults.conf
內容如下：
spark.yarn.archive=hdfs://manager:8020/user/spark/lib/spark_jars.zip
spark.hadoop.yarn.timeline-service.enabled=false
spark.eventLog.enabled=true
spark.eventLog.dir=hdfs://manager:8020/user/spark/applicationHistory
spark.yarn.historyServer.address=http://node2:18088
（3）編輯spark-env.sh文件
vim /root/spark/conf/spark-env.sh
內容如下：
#!/usr/bin/env bash
HADOOP_CONF_DIR=/root/data-integration/plugins/pentaho-big-data-plugin/hadoop-configurations/cdh61
SPARK_HOME=/root/spark
（4）編輯core-site.xml文件
vim /root/data-integration/plugins/pentaho-big-data-plugin/hadoop-configurations/cdh61/core-site.xml
去掉下面這段的註釋：
<property>
<name>net.topology.script.file.name</name>
<value>/etc/hadoop/conf.cloudera.yarn/topology.py</value>
</property>
提交Spark作業：
1. 修改PDI自帶的Spark例子
cp /root/data-integration/samples/jobs/Spark\ Submit/Spark\ submit.kjb /root/big_data/
在Kettle中打開/root/big_data/Spark\ submit.kjb文件，如圖1所示。
編輯Spark Submit Sample作業項，如圖2所示。
2. 保存行執行作業
日誌如下：
2020/06/10 10:12:19 - Spoon - Starting job...
2020/06/10 10:12:19 - Spark submit - Start of job execution
2020/06/10 10:12:19 - Spark submit - Starting entry [Spark PI]
2020/06/10 10:12:19 - Spark PI - Submitting Spark Script
2020/06/10 10:12:20 - Spark PI - Warning: Master yarn-cluster is deprecated since 2.0. Please use master "yarn" with specified deploy mode instead.
2020/06/10 10:12:21 - Spark PI - 20/06/10 10:12:21 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
2020/06/10 10:12:21 - Spark PI - 20/06/10 10:12:21 INFO client.RMProxy: Connecting to ResourceManager at manager/172.16.1.124:8032
2020/06/10 10:12:21 - Spark PI - 20/06/10 10:12:21 INFO yarn.Client: Requesting a new application from cluster with 3 NodeManagers
2020/06/10 10:12:21 - Spark PI - 20/06/10 10:12:21 INFO conf.Configuration: resource-types.xml not found
2020/06/10 10:12:21 - Spark PI - 20/06/10 10:12:21 INFO resource.ResourceUtils: Unable to find 'resource-types.xml'.
2020/06/10 10:12:21 - Spark PI - 20/06/10 10:12:21 INFO yarn.Client: Verifying our application has not requested more than the maximum memory capability of the cluster (2048 MB per container)
2020/06/10 10:12:21 - Spark PI - 20/06/10 10:12:21 INFO yarn.Client: Will allocate AM container, with 1408 MB memory including 384 MB overhead
2020/06/10 10:12:21 - Spark PI - 20/06/10 10:12:21 INFO yarn.Client: Setting up container launch context for our AM
2020/06/10 10:12:21 - Spark PI - 20/06/10 10:12:21 INFO yarn.Client: Setting up the launch environment for our AM container
2020/06/10 10:12:22 - Spark PI - 20/06/10 10:12:22 INFO yarn.Client: Preparing resources for our AM container
2020/06/10 10:12:22 - Spark PI - 20/06/10 10:12:22 INFO yarn.Client: Source and destination file systems are the same. Not copying hdfs://manager:8020/user/spark/lib/spark_jars.zip
2020/06/10 10:12:22 - Spark PI - 20/06/10 10:12:22 INFO yarn.Client: Uploading resource file:/root/spark/examples/jars/spark-examples_2.11-2.4.0-cdh6.3.1.jar -> hdfs://manager:8020/user/root/.sparkStaging/application_1591323999364_0060/spark-examples_2.11-2.4.0-cdh6.3.1.jar
2020/06/10 10:12:22 - Spark PI - 20/06/10 10:12:22 INFO yarn.Client: Uploading resource file:/tmp/spark-281973dd-8233-4f12-b416-36d28b74159c/__spark_conf__2533521329006469303.zip -> hdfs://manager:8020/user/root/.sparkStaging/application_1591323999364_0060/__spark_conf__.zip
2020/06/10 10:12:22 - Spark PI - 20/06/10 10:12:22 INFO spark.SecurityManager: Changing view acls to: root
2020/06/10 10:12:22 - Spark PI - 20/06/10 10:12:22 INFO spark.SecurityManager: Changing modify acls to: root
2020/06/10 10:12:22 - Spark PI - 20/06/10 10:12:22 INFO spark.SecurityManager: Changing view acls groups to:
2020/06/10 10:12:22 - Spark PI - 20/06/10 10:12:22 INFO spark.SecurityManager: Changing modify acls groups to:
2020/06/10 10:12:22 - Spark PI - 20/06/10 10:12:22 INFO spark.SecurityManager: SecurityManager: authentication disabled; ui acls disabled; users with view permissions: Set(root); groups with view permissions: Set(); users with modify permissions: Set(root); groups with modify permissions: Set()
2020/06/10 10:12:22 - Spark PI - 20/06/10 10:12:22 INFO conf.HiveConf: Found configuration file file:/root/data-integration/plugins/pentaho-big-data-plugin/hadoop-configurations/cdh61/hive-site.xml
2020/06/10 10:12:22 - Spark PI - 20/06/10 10:12:22 INFO security.YARNHadoopDelegationTokenManager: Attempting to load user's ticket cache.
2020/06/10 10:12:22 - Spark PI - 20/06/10 10:12:22 INFO yarn.Client: Submitting application application_1591323999364_0060 to ResourceManager
2020/06/10 10:12:22 - Spark PI - 20/06/10 10:12:22 INFO impl.YarnClientImpl: Submitted application application_1591323999364_0060
2020/06/10 10:12:23 - Spark PI - 20/06/10 10:12:23 INFO yarn.Client: Application report for application_1591323999364_0060 (state: ACCEPTED)
2020/06/10 10:12:23 - Spark PI - 20/06/10 10:12:23 INFO yarn.Client:
2020/06/10 10:12:23 - Spark PI - client token: N/A
2020/06/10 10:12:23 - Spark PI - diagnostics: AM container is launched, waiting for AM container to Register with RM
2020/06/10 10:12:23 - Spark PI - ApplicationMaster host: N/A
2020/06/10 10:12:23 - Spark PI - ApplicationMaster RPC port: -1
2020/06/10 10:12:23 - Spark PI - queue: root.users.root
2020/06/10 10:12:23 - Spark PI - start time: 1591755142818
2020/06/10 10:12:23 - Spark PI - final status: UNDEFINED
2020/06/10 10:12:23 - Spark PI - tracking URL: http://manager:8088/proxy/application_1591323999364_0060/
2020/06/10 10:12:24 - Spark submit - Starting entry [Success]
2020/06/10 10:12:24 - Spark submit - Finished job entry [Success] (result=[true])
2020/06/10 10:12:24 - Spark submit - Finished job entry [Spark PI] (result=[true])
2020/06/10 10:12:24 - Spark submit - Job execution finished
2020/06/10 10:12:24 - Spoon - Job has ended.
Spark History Server Web UI如圖3所示。
點擊“application_1591323999364_0061”，如圖4所示。
參考：