Spark Streaming + Hbase:NoClassDefFoundError:org / apache / hadoop / hbase / spark / HBaseContext

时间:2017-07-15 18:02:34

标签: hadoop apache-spark sbt streaming hbase

我试图将Spark Streaming与Hbase连接起来。我真正使用我的代码所做的就是使用example code,但我得到了一个奇怪的运行时错误:

Exception in thread "streaming-job-executor-8" java.lang.NoClassDefFoundError: org/apache/hadoop/hbase/HBaseConfiguration
at buri.sparkour.HBaseInteractor.<init>(HBaseInteractor.java:26)
at buri.sparkour.JavaCustomReceiver.lambda$main$94c29978$1(JavaCustomReceiver.java:104)
at org.apache.spark.streaming.api.java.JavaDStreamLike$$anonfun$foreachRDD$2.apply(JavaDStreamLike.scala:280)
at org.apache.spark.streaming.api.java.JavaDStreamLike$$anonfun$foreachRDD$2.apply(JavaDStreamLike.scala:280)
at org.apache.spark.streaming.dstream.ForEachDStream$$anonfun$1$$anonfun$apply$mcV$sp$1.apply$mcV$sp(ForEachDStream.scala:51)
at org.apache.spark.streaming.dstream.ForEachDStream$$anonfun$1$$anonfun$apply$mcV$sp$1.apply(ForEachDStream.scala:51)
at org.apache.spark.streaming.dstream.ForEachDStream$$anonfun$1$$anonfun$apply$mcV$sp$1.apply(ForEachDStream.scala:51)
at org.apache.spark.streaming.dstream.DStream.createRDDWithLocalProperties(DStream.scala:415)
at org.apache.spark.streaming.dstream.ForEachDStream$$anonfun$1.apply$mcV$sp(ForEachDStream.scala:50)
at org.apache.spark.streaming.dstream.ForEachDStream$$anonfun$1.apply(ForEachDStream.scala:50)
at org.apache.spark.streaming.dstream.ForEachDStream$$anonfun$1.apply(ForEachDStream.scala:50)
at scala.util.Try$.apply(Try.scala:192)
at org.apache.spark.streaming.scheduler.Job.run(Job.scala:39)
at org.apache.spark.streaming.scheduler.JobScheduler$JobHandler$$anonfun$run$1.apply$mcV$sp(JobScheduler.scala:256)
at org.apache.spark.streaming.scheduler.JobScheduler$JobHandler$$anonfun$run$1.apply(JobScheduler.scala:256)
at org.apache.spark.streaming.scheduler.JobScheduler$JobHandler$$anonfun$run$1.apply(JobScheduler.scala:256)
at scala.util.DynamicVariable.withValue(DynamicVariable.scala:58)
at org.apache.spark.streaming.scheduler.JobScheduler$JobHandler.run(JobScheduler.scala:255)
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)
at java.lang.Thread.run(Thread.java:748)

关于Stack Overflow的问题很少,所有这些问题都涉及到添加正确jar文件的路径。我试图建立一个&#34; uber&#34; jar使用SBT并将其传递到spark-submit,但我仍然收到此错误。

这是我的build.sbt文件:

 

val sparkVersion = "2.1.0"

val hadoopVersion = "2.7.3"
val hbaseVersion  = "1.3.1"

libraryDependencies ++= Seq(
  "org.apache.spark" %% "spark-core" % sparkVersion % "provided",
  "org.apache.spark" %% "spark-sql" % sparkVersion % "provided",
  "org.apache.spark" %% "spark-streaming" % sparkVersion ,
  "org.apache.commons" % "commons-csv" % "1.2" % "provided" ,
  "org.apache.hadoop" % "hadoop-hdfs" % "2.5.2" % "provided" ,
  "org.apache.hbase" % "hbase-spark" % "2.0.0-alpha-1" % "provided",
  "org.apache.hbase" % "hbase-client" % hbaseVersion ,
  "org.apache.hadoop" % "hadoop-common" % hadoopVersion % "provided" ,
  "org.apache.hbase" % "hbase-common" % hbaseVersion ,
  "org.apache.hbase" % "hbase-server" % hbaseVersion %  "provided",
  "org.apache.hbase" % "hbase" % hbaseVersion
)

assemblyMergeStrategy in assembly := {
 case PathList("META-INF", xs @ _*) => MergeStrategy.discard
 case x => MergeStrategy.first
}

一旦超级jar编译,我就会发现val sparkVersion = "2.1.0" val hadoopVersion = "2.7.3" val hbaseVersion = "1.3.1" libraryDependencies ++= Seq( "org.apache.spark" %% "spark-core" % sparkVersion % "provided", "org.apache.spark" %% "spark-sql" % sparkVersion % "provided", "org.apache.spark" %% "spark-streaming" % sparkVersion , "org.apache.commons" % "commons-csv" % "1.2" % "provided" , "org.apache.hadoop" % "hadoop-hdfs" % "2.5.2" % "provided" , "org.apache.hbase" % "hbase-spark" % "2.0.0-alpha-1" % "provided", "org.apache.hbase" % "hbase-client" % hbaseVersion , "org.apache.hadoop" % "hadoop-common" % hadoopVersion % "provided" , "org.apache.hbase" % "hbase-common" % hbaseVersion , "org.apache.hbase" % "hbase-server" % hbaseVersion % "provided", "org.apache.hbase" % "hbase" % hbaseVersion ) assemblyMergeStrategy in assembly := { case PathList("META-INF", xs @ _*) => MergeStrategy.discard case x => MergeStrategy.first } 确实存在,所以我不确定为什么它不能在运行时找到该类。

任何想法?/指针?

(我还尝试在HBaseContext.class等中定义类路径,但这也不起作用)

1 个答案:

答案 0 :(得分:0)

查看this帖子重新定位NoClassDefFoundError。由于我使用Maven,我不确定build.sbt,但依赖关系看起来很好。