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What dependencies to submit Spark jobs programmatically (not via spark-submit)?

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avatar
author-rank bretthoerner
Explorer

Created on ‎02-16-2015 06:59 AM - edited ‎09-16-2022 02:21 AM 

 SparkConf conf = new SparkConf();
 conf.setAppName("Test");
 conf.setMaster("yarn-cluster"); // or with "yarn-client"
 JavaSparkContext context = new JavaSparkContext(conf);

I am trying to run the above code against CDH 5.2 and CDH 5.3. I receive the errors below (note I am trying both "yarn-client" and "yarn-cluster"). I noticed in the Cloudera maven repo there doesn't seem to be a stable (non SNAPSHOT) spark-yarn [1] or yarn-parent [2] for CDH 5.2 and 5.3. Is this supported? Any tips?

 

[1] https://repository.cloudera.com/artifactory/cloudera-repos/org/apache/spark/spark-yarn_2.10/

[2] https://repository.cloudera.com/artifactory/cloudera-repos/org/apache/spark/yarn-parent_2.10/

 

// with yarn-client

java.lang.NoClassDefFoundError: org/apache/hadoop/yarn/conf/YarnConfiguration
	at java.lang.Class.forName0(Native Method)
	at java.lang.Class.forName(Class.java:171)
	at org.apache.spark.deploy.SparkHadoopUtil$.liftedTree1$1(SparkHadoopUtil.scala:102)
	at org.apache.spark.deploy.SparkHadoopUtil$.<init>(SparkHadoopUtil.scala:101)
	at org.apache.spark.deploy.SparkHadoopUtil$.<clinit>(SparkHadoopUtil.scala)
	at org.apache.spark.SparkContext.<init>(SparkContext.scala:228)
	at org.apache.spark.api.java.JavaSparkContext.<init>(JavaSparkContext.scala:53)
	at com.bretthoerner.TestSpark.testSpark(TestSpark.java:111)
	at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
	at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:39)
	at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:25)
	at org.junit.runners.model.FrameworkMethod$1.runReflectiveCall(FrameworkMethod.java:47)
	at org.junit.internal.runners.model.ReflectiveCallable.run(ReflectiveCallable.java:12)
	at org.junit.runners.model.FrameworkMethod.invokeExplosively(FrameworkMethod.java:44)
	at org.junit.internal.runners.statements.InvokeMethod.evaluate(InvokeMethod.java:17)
	at org.junit.internal.runners.statements.RunBefores.evaluate(RunBefores.java:26)
	at org.junit.internal.runners.statements.RunAfters.evaluate(RunAfters.java:27)
	at org.junit.runners.ParentRunner.runLeaf(ParentRunner.java:271)
	at org.junit.runners.BlockJUnit4ClassRunner.runChild(BlockJUnit4ClassRunner.java:70)
	at org.junit.runners.BlockJUnit4ClassRunner.runChild(BlockJUnit4ClassRunner.java:50)
	at org.junit.runners.ParentRunner$3.run(ParentRunner.java:238)
	at org.junit.runners.ParentRunner$1.schedule(ParentRunner.java:63)
	at org.junit.runners.ParentRunner.runChildren(ParentRunner.java:236)
	at org.junit.runners.ParentRunner.access$000(ParentRunner.java:53)
	at org.junit.runners.ParentRunner$2.evaluate(ParentRunner.java:229)
	at org.junit.runners.ParentRunner.run(ParentRunner.java:309)
	at org.junit.runners.Suite.runChild(Suite.java:127)
	at org.junit.runners.Suite.runChild(Suite.java:26)
	at org.junit.runners.ParentRunner$3.run(ParentRunner.java:238)
	at org.junit.runners.ParentRunner$1.schedule(ParentRunner.java:63)
	at org.junit.runners.ParentRunner.runChildren(ParentRunner.java:236)
	at org.junit.runners.ParentRunner.access$000(ParentRunner.java:53)
	at org.junit.runners.ParentRunner$2.evaluate(ParentRunner.java:229)
	at org.junit.runners.ParentRunner.run(ParentRunner.java:309)
	at org.junit.runner.JUnitCore.run(JUnitCore.java:160)
	at com.intellij.junit4.JUnit4IdeaTestRunner.startRunnerWithArgs(JUnit4IdeaTestRunner.java:74)
	at com.intellij.rt.execution.junit.JUnitStarter.prepareStreamsAndStart(JUnitStarter.java:211)
	at com.intellij.rt.execution.junit.JUnitStarter.main(JUnitStarter.java:67)
	at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
	at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:39)
	at com.intellij.rt.execution.application.AppMain.main(AppMain.java:134)
Caused by: java.lang.ClassNotFoundException: org.apache.hadoop.yarn.conf.YarnConfiguration
	at java.net.URLClassLoader$1.run(URLClassLoader.java:202)
	at java.security.AccessController.doPrivileged(Native Method)
	at java.net.URLClassLoader.findClass(URLClassLoader.java:190)
	at java.lang.ClassLoader.loadClass(ClassLoader.java:306)
	at sun.misc.Launcher$AppClassLoader.loadClass(Launcher.java:301)
	at java.lang.ClassLoader.loadClass(ClassLoader.java:247)
	... 44 more

 

// with yarn-cluster

org.apache.spark.SparkException: YARN mode not available ?
	at org.apache.spark.SparkContext$.org$apache$spark$SparkContext$$createTaskScheduler(SparkContext.scala:1561)
	at org.apache.spark.SparkContext.<init>(SparkContext.scala:310)
	at org.apache.spark.api.java.JavaSparkContext.<init>(JavaSparkContext.scala:53)
	at com.bretthoerner.TestSpark.testSpark(TestSpark.java:116)
	at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
	at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:39)
	at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:25)
	at org.junit.runners.model.FrameworkMethod$1.runReflectiveCall(FrameworkMethod.java:47)
	at org.junit.internal.runners.model.ReflectiveCallable.run(ReflectiveCallable.java:12)
	at org.junit.runners.model.FrameworkMethod.invokeExplosively(FrameworkMethod.java:44)
	at org.junit.internal.runners.statements.InvokeMethod.evaluate(InvokeMethod.java:17)
	at org.junit.internal.runners.statements.RunBefores.evaluate(RunBefores.java:26)
	at org.junit.internal.runners.statements.RunAfters.evaluate(RunAfters.java:27)
	at org.junit.runners.ParentRunner.runLeaf(ParentRunner.java:271)
	at org.junit.runners.BlockJUnit4ClassRunner.runChild(BlockJUnit4ClassRunner.java:70)
	at org.junit.runners.BlockJUnit4ClassRunner.runChild(BlockJUnit4ClassRunner.java:50)
	at org.junit.runners.ParentRunner$3.run(ParentRunner.java:238)
	at org.junit.runners.ParentRunner$1.schedule(ParentRunner.java:63)
	at org.junit.runners.ParentRunner.runChildren(ParentRunner.java:236)
	at org.junit.runners.ParentRunner.access$000(ParentRunner.java:53)
	at org.junit.runners.ParentRunner$2.evaluate(ParentRunner.java:229)
	at org.junit.runners.ParentRunner.run(ParentRunner.java:309)
	at org.junit.runners.Suite.runChild(Suite.java:127)
	at org.junit.runners.Suite.runChild(Suite.java:26)
	at org.junit.runners.ParentRunner$3.run(ParentRunner.java:238)
	at org.junit.runners.ParentRunner$1.schedule(ParentRunner.java:63)
	at org.junit.runners.ParentRunner.runChildren(ParentRunner.java:236)
	at org.junit.runners.ParentRunner.access$000(ParentRunner.java:53)
	at org.junit.runners.ParentRunner$2.evaluate(ParentRunner.java:229)
	at org.junit.runners.ParentRunner.run(ParentRunner.java:309)
	at org.junit.runner.JUnitCore.run(JUnitCore.java:160)
	at com.intellij.junit4.JUnit4IdeaTestRunner.startRunnerWithArgs(JUnit4IdeaTestRunner.java:74)
	at com.intellij.rt.execution.junit.JUnitStarter.prepareStreamsAndStart(JUnitStarter.java:211)
	at com.intellij.rt.execution.junit.JUnitStarter.main(JUnitStarter.java:67)
	at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
	at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:39)
	at com.intellij.rt.execution.application.AppMain.main(AppMain.java:134)
Caused by: java.lang.ClassNotFoundException: org.apache.spark.scheduler.cluster.YarnClusterScheduler
	at java.net.URLClassLoader$1.run(URLClassLoader.java:202)
	at java.security.AccessController.doPrivileged(Native Method)
	at java.net.URLClassLoader.findClass(URLClassLoader.java:190)
	at java.lang.ClassLoader.loadClass(ClassLoader.java:306)
	at sun.misc.Launcher$AppClassLoader.loadClass(Launcher.java:301)
	at java.lang.ClassLoader.loadClass(ClassLoader.java:247)
	at java.lang.Class.forName0(Native Method)
	at java.lang.Class.forName(Class.java:171)
	at org.apache.spark.SparkContext$.org$apache$spark$SparkContext$$createTaskScheduler(SparkContext.scala:1554)
	... 39 more

 

 

 

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1 ACCEPTED SOLUTION

avatar
author-rank srowen author-rank
Master Collaborator

Created ‎02-16-2015 07:44 AM

Nah it's not crazy, just means you have to do some of the work that spark-submit does. Almost all of that is dealing with the classpath. If you're just trying to get a simple app running I think spark-submit is the way to go. But if you're building a more complex product or service you might have to embed Spark and deal with this. 

 

Example, I had to do just this recently, and here's what I came up with: https://github.com/OryxProject/oryx/tree/master/bin

 

In future versions (like 1.4+) there's going to be a more proper programmatic submission API. I know Marcelo here has been working on that.

View solution in original post

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17 REPLIES 17

avatar
author-rank terrymsiu
Explorer

Created ‎07-10-2015 01:53 PM

Sweet! Thanks! Gonna try this out when we get a chance! 

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avatar
author-rank jack0188
Rising Star

Created ‎12-29-2016 02:26 AM

i'm using sbt, should i use spark-submit everytime we need to run a project? SBT run, is catering my needs for now, as im using it in local mode.
6,323 Views
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avatar
author-rank zhuangmz
Rising Star

Created ‎11-15-2016 11:19 PM

Hi, the link is unavailabe now. Could you provide a new link?
6,494 Views
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avatar
author-rank srowen author-rank
Master Collaborator

Created ‎11-16-2016 01:56 AM

(Which link are you referring to?)

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avatar
author-rank zhuangmz
Rising Star

Created ‎11-16-2016 02:33 AM

this link

https://github.com/OryxProject/oryx/tree/master/bin

Thanks
6,480 Views
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avatar
author-rank srowen author-rank
Master Collaborator

Created ‎11-16-2016 02:36 AM

https://github.com/OryxProject/oryx/tree/master/deploy/bin

 

You should in general look at https://github.com/OryxProject/oryx

6,475 Views

avatar
author-rank jack0188
Rising Star

Created ‎12-29-2016 01:10 AM

i'm running my spark job using sbt,i.e., "sbt run".

You think this can be a problem?

Or should we stick to the spark-submit all the time?

6,328 Views
0 Kudos

avatar
author-rank jack0188
Rising Star

Created ‎12-29-2016 01:14 AM

i'm running my spark job using sbt,i.e., "sbt run".

You think this can be a problem?

Or should we stick to the spark-submit all the time?

6,327 Views
0 Kudos
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