I am new to Spark. I tried to run the Spark application (.jar) on CDH 5.8.0-0 in Oracle VirtualBox 5.1.4r110228, which used Spark Steaming to analyze twitter moods. I have a twitter account and all the necessary (4) tokens are generated. I was blocked by NoClassDefFoundError exception.
I googled a couple of days. The best advice I have found so far is in the URL below, but apparently there is still something missing in my environment.
http://javarevisited.blogspot.com/2011/06/noclassdeffounderror-exception-in.html#ixzz4Ia99dsp0
What does it mean that the library shown in Compile is missing in RunTime? How can we fix this?
What is a journaling library? I stumbled upon an article saying that this registration is not recommended. Also, I see log4j in my environment.
In my CDH 5.8, I use the following software versions: Spark-2.0.0-bin-hadoop2.7 / spark-core_2.10-2.0.0 jdk-8u101-linux-x64 / jre-bu101-linux-x64
I added the exception details at the end. Here is the procedure that I performed to run the application, and some verification that I did after clicking the exception:
- Unzip twitter-streaming.zip (Spark app)
- cd twitter streaming
- to run. / sbt / sbt build
- Update env.sh with your Twitter account
$ cat env.sh
export SPARK_HOME=/home/cloudera/spark-2.0.0-bin-hadoop2.7 export CONSUMER_KEY=<my_consumer_key> export CONSUMER_SECRET=<my_consumer_secret> export ACCESS_TOKEN=<my_twitterapp_access_token> export ACCESS_TOKEN_SECRET=<my_twitterapp_access_token>
The submit.sh script wrapped the spark-submit command with the necessary credential information in env.sh:
$ cat submit.sh
source ./env.sh $SPARK_HOME/bin/spark-submit --class "TwitterStreamingApp" --master local[*] ./target/scala-2.10/twitter-streaming-assembly-1.0.jar $CONSUMER_KEY $CONSUMER_SECRET $ACCESS_TOKEN $ACCESS_TOKEN_SECRET
Build process log: [cloudera @quickstart twitter-streaming] $. / Sbt / sbt assembly
Launching sbt from sbt/sbt-launch-0.13.7.jar [info] Loading project definition from /home/cloudera/workspace/twitter-streaming/project [info] Set current project to twitter-streaming (in build file:/home/cloudera/workspace/twitter-streaming/) [info] Including: twitter4j-stream-3.0.3.jar [info] Including: twitter4j-core-3.0.3.jar [info] Including: scala-library.jar [info] Including: unused-1.0.0.jar [info] Including: spark-streaming-twitter_2.10-1.4.1.jar [info] Checking every *.class/*.jar file SHA-1. [info] Merging files... [warn] Merging 'META-INF/LICENSE.txt' with strategy 'first' [warn] Merging 'META-INF/MANIFEST.MF' with strategy 'discard' [warn] Merging 'META-INF/maven/org.spark-project.spark/unused/pom.properties' with strategy 'first' [warn] Merging 'META-INF/maven/org.spark-project.spark/unused/pom.xml' with strategy 'first' [warn] Merging 'log4j.properties' with strategy 'discard' [warn] Merging 'org/apache/spark/unused/UnusedStubClass.class' with strategy 'first' [warn] Strategy 'discard' was applied to 2 files [warn] Strategy 'first' was applied to 4 files [info] SHA-1: 69146d6fdecc2a97e346d36fafc86c2819d5bd8f [info] Packaging /home/cloudera/workspace/twitter-streaming/target/scala-2.10/twitter-streaming-assembly-1.0.jar ... [info] Done packaging. [success] Total time: 6 s, completed Aug 27, 2016 11:58:03 AM
Not sure what exactly this means, but everything looked good when I launched Hadoop NativeCheck:
$ hadoop checknative -a
16/08/27 13:27:22 INFO bzip2.Bzip2Factory: Successfully loaded & initialized native-bzip2 library system-native 16/08/27 13:27:22 INFO zlib.ZlibFactory: Successfully loaded & initialized native-zlib library Native library checking: hadoop: true /usr/lib/hadoop/lib/native/libhadoop.so.1.0.0 zlib: true /lib64/libz.so.1 snappy: true /usr/lib/hadoop/lib/native/libsnappy.so.1 lz4: true revision:10301 bzip2: true /lib64/libbz2.so.1 openssl: true /usr/lib64/libcrypto.so
Here is the console log of my exception: $. / Submit.sh
Using Spark default log4j profile: org/apache/spark/log4j-defaults.properties 16/08/28 20:13:23 INFO SparkContext: Running Spark version 2.0.0 16/08/28 20:13:24 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable 16/08/28 20:13:24 WARN Utils: Your hostname, quickstart.cloudera resolves to a loopback address: 127.0.0.1; using 10.0.2.15 instead (on interface eth0) 16/08/28 20:13:24 WARN Utils: Set SPARK_LOCAL_IP if you need to bind to another address 16/08/28 20:13:24 INFO SecurityManager: Changing view acls to: cloudera 16/08/28 20:13:24 INFO SecurityManager: Changing modify acls to: cloudera 16/08/28 20:13:24 INFO SecurityManager: Changing view acls groups to: 16/08/28 20:13:24 INFO SecurityManager: Changing modify acls groups to: 16/08/28 20:13:24 INFO SecurityManager: SecurityManager: authentication disabled; ui acls disabled; users with view permissions: Set(cloudera); groups with view permissions: Set(); users with modify permissions: Set(cloudera); groups with modify permissions: Set() 16/08/28 20:13:25 INFO Utils: Successfully started service 'sparkDriver' on port 37550. 16/08/28 20:13:25 INFO SparkEnv: Registering MapOutputTracker 16/08/28 20:13:25 INFO SparkEnv: Registering BlockManagerMaster 16/08/28 20:13:25 INFO DiskBlockManager: Created local directory at /tmp/blockmgr-37a0492e-67e3-4ad5-ac38-40448c25d523 16/08/28 20:13:25 INFO MemoryStore: MemoryStore started with capacity 366.3 MB 16/08/28 20:13:25 INFO SparkEnv: Registering OutputCommitCoordinator 16/08/28 20:13:25 INFO Utils: Successfully started service 'SparkUI' on port 4040. 16/08/28 20:13:25 INFO SparkUI: Bound SparkUI to 0.0.0.0, and started at http://10.0.2.15:4040 16/08/28 20:13:25 INFO SparkContext: Added JAR file:/home/cloudera/workspace/twitter-streaming/target/scala-2.10/twitter-streaming-assembly-1.1.jar at spark://10.0.2.15:37550/jars/twitter-streaming-assembly-1.1.jar with timestamp 1472440405882 16/08/28 20:13:26 INFO Executor: Starting executor ID driver on host localhost 16/08/28 20:13:26 INFO Utils: Successfully started service 'org.apache.spark.network.netty.NettyBlockTransferService' on port 41264. 16/08/28 20:13:26 INFO NettyBlockTransferService: Server created on 10.0.2.15:41264 16/08/28 20:13:26 INFO BlockManagerMaster: Registering BlockManager BlockManagerId(driver, 10.0.2.15, 41264) 16/08/28 20:13:26 INFO BlockManagerMasterEndpoint: Registering block manager 10.0.2.15:41264 with 366.3 MB RAM, BlockManagerId(driver, 10.0.2.15, 41264) 16/08/28 20:13:26 INFO BlockManagerMaster: Registered BlockManager BlockManagerId(driver, 10.0.2.15, 41264) Exception in thread "main" java.lang.NoClassDefFoundError: org/apache/spark/Logging at java.lang.ClassLoader.defineClass1(Native Method) at java.lang.ClassLoader.defineClass(ClassLoader.java:763) at java.security.SecureClassLoader.defineClass(SecureClassLoader.java:142) at java.net.URLClassLoader.defineClass(URLClassLoader.java:467) at java.net.URLClassLoader.access$100(URLClassLoader.java:73) at java.net.URLClassLoader$1.run(URLClassLoader.java:368) at java.net.URLClassLoader$1.run(URLClassLoader.java:362) at java.security.AccessController.doPrivileged(Native Method)I at java.net.URLClassLoader.findClass(URLClassLoader.java:361) at java.lang.ClassLoader.loadClass(ClassLoader.java:424) at java.lang.ClassLoader.loadClass(ClassLoader.java:357) at org.apache.spark.streaming.twitter.TwitterUtils$.createStream(TwitterUtils.scala:44) at TwitterStreamingApp$.main(TwitterStreamingApp.scala:42) at TwitterStreamingApp.main(TwitterStreamingApp.scala) at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method) at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62) at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43) at java.lang.reflect.Method.invoke(Method.java:498) at org.apache.spark.deploy.SparkSubmit$.org$apache$spark$deploy$SparkSubmit$$runMain(SparkSubmit.scala:729) at org.apache.spark.deploy.SparkSubmit$.doRunMain$1(SparkSubmit.scala:185) at org.apache.spark.deploy.SparkSubmit$.submit(SparkSubmit.scala:210) at org.apache.spark.deploy.SparkSubmit$.main(SparkSubmit.scala:124) at org.apache.spark.deploy.SparkSubmit.main(SparkSubmit.scala) Caused by: java.lang.ClassNotFoundException: org.apache.spark.Logging at java.net.URLClassLoader.findClass(URLClassLoader.java:381) at java.lang.ClassLoader.loadClass(ClassLoader.java:424) at java.lang.ClassLoader.loadClass(ClassLoader.java:357) ... 23 more 16/08/28 20:13:26 INFO SparkContext: Invoking stop() from shutdown hook 16/08/28 20:13:26 INFO SparkUI: Stopped Spark web UI at http://10.0.2.15:4040 16/08/28 20:13:26 INFO MapOutputTrackerMasterEndpoint: MapOutputTrackerMasterEndpoint stopped! 16/08/28 20:13:26 INFO MemoryStore: MemoryStore cleared 16/08/28 20:13:26 INFO BlockManager: BlockManager stopped 16/08/28 20:13:26 INFO BlockManagerMaster: BlockManagerMaster stopped 16/08/28 20:13:26 INFO OutputCommitCoordinator$OutputCommitCoordinatorEndpoint: OutputCommitCoordinator stopped! 16/08/28 20:13:26 INFO SparkContext: Successfully stopped SparkContext 16/08/28 20:13:26 INFO ShutdownHookManager: Shutdown hook called 16/08/28 20:13:26 INFO ShutdownHookManager: Deleting directory /tmp/spark-5e29c3b2-74c2-4d89-970f-5be89d176b26
I understand that my post was long. Your advice or ideas are much appreciated!
-jsung8