Created on 11-23-2017 08:43 AM - edited 09-16-2022 05:33 AM
Hi
I use CDH 5.10.1, Spark 2.1 and Kafka 2.1
When I try simple program for ETL:
val mystream = spark
.readStream
.format("kafka")
.option("kafka.bootstrap.servers", "mybroker:9092")
.option("subscribe", "mytopic")
.load()
With dependencies in build.sbt:
scalaVersion := "2.11.8"
lazy val spark = Seq (
"spark-core",
"spark-hive",
"spark-streaming",
"spark-sql",
"spark-streaming-kafka-0-10"
).map( "org.apache.spark" %% _ % "2.1.0.cloudera1" % "provided")
libraryDependencies += "org.apache.spark" %% "spark-sql-kafka-0-10" % "2.1.0.cloudera1"
libraryDependencies += "org.apache.kafka" % "kafka-clients" % "0.10.0-kafka-2.1.0"
libraryDependencies += "org.apache.kafka" %% "kafka" % "0.10.0-kafka-2.1.0"
libraryDependencies ++= spark
resolvers ++= Seq(
"Cloudera Repository" at "https://repository.cloudera.com/artifactory/cloudera-repos/"
)
When submitting my app, I get error:
Exception in thread "main" java.lang.ClassNotFoundException: Failed to find data source: kafka. Please find packages at http://spark.apache.org/third-party-projects.html at org.apache.spark.sql.execution.datasources.DataSource$.lookupDataSource(DataSource.scala:594) at org.apache.spark.sql.execution.datasources.DataSource.providingClass$lzycompute(DataSource.scala:86) at org.apache.spark.sql.execution.datasources.DataSource.providingClass(DataSource.scala:86) at org.apache.spark.sql.execution.datasources.DataSource.sourceSchema(DataSource.scala:197) at org.apache.spark.sql.execution.datasources.DataSource.sourceInfo$lzycompute(DataSource.scala:87) at org.apache.spark.sql.execution.datasources.DataSource.sourceInfo(DataSource.scala:87) at org.apache.spark.sql.execution.streaming.StreamingRelation$.apply(StreamingRelation.scala:30) at org.apache.spark.sql.streaming.DataStreamReader.load(DataStreamReader.scala:124) at myetl.Main$.main(Main.scala:20) at myetl.Main.main(Main.scala) at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method) at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62) at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43) at java.lang.reflect.Method.invoke(Method.java:498) at org.apache.spark.deploy.SparkSubmit$.org$apache$spark$deploy$SparkSubmit$$runMain(SparkSubmit.scala:738) at org.apache.spark.deploy.SparkSubmit$.doRunMain$1(SparkSubmit.scala:187) at org.apache.spark.deploy.SparkSubmit$.submit(SparkSubmit.scala:212) at org.apache.spark.deploy.SparkSubmit$.main(SparkSubmit.scala:126) at org.apache.spark.deploy.SparkSubmit.main(SparkSubmit.scala) Caused by: java.lang.ClassNotFoundException: kafka.DefaultSource at java.net.URLClassLoader.findClass(URLClassLoader.java:381) at java.lang.ClassLoader.loadClass(ClassLoader.java:424) at java.lang.ClassLoader.loadClass(ClassLoader.java:357) at org.apache.spark.sql.execution.datasources.DataSource$$anonfun$25$$anonfun$apply$13.apply(DataSource.scala:579) at org.apache.spark.sql.execution.datasources.DataSource$$anonfun$25$$anonfun$apply$13.apply(DataSource.scala:579) at scala.util.Try$.apply(Try.scala:192) at org.apache.spark.sql.execution.datasources.DataSource$$anonfun$25.apply(DataSource.scala:579) at org.apache.spark.sql.execution.datasources.DataSource$$anonfun$25.apply(DataSource.scala:579) at scala.util.Try.orElse(Try.scala:84) at org.apache.spark.sql.execution.datasources.DataSource$.lookupDataSource(DataSource.scala:579) ... 18 more
Please help...
Created 11-25-2017 01:25 AM
OK, the problem is that for some reason spark-sql-kafka-0-10_2.11-2.1.0.cloudera1.jar is not loaded and lookupDataSource do not see KafkaSourceProvider as extended class of trait DataSourceRegister, so there is no
override def shortName(): String = "kafka"
and when not found it sets default data source appending to given datasource provider, and that is why I got class not found kafka.DefaultSource.
The solution is to
1. get from somewhere this jar spark-sql-kafka-0-10_2.11-2.1.0.cloudera1.jar
a) manually download from Cloudera repo https://repository.cloudera.com/cloudera/cloudera-repos/org/apache/spark/spark-sql-kafka-0-10_2.11/2...
or
b) run spark2-submit --packages org.apache.spark:spark-sql-kafka-0-10_2.11:2.1.0 as Jacek Laskowski explained:
https://github.com/jaceklaskowski/spark-structured-streaming-book/blob/master/spark-sql-streaming-Ka...
and
2. Add run your app via spark2-submit --jars ~/.ivy2/cache/org.apache.spark/spark-sql-kafka-0-10_2.11/jars/spark-sql-kafka-0-10_2.11-2.1.0.cloudera1.jar
Very important: remember to set proper Kafka version (in this case 0.10) via export or in Spark2 service configuration in Cloudera Manager.
https://www.cloudera.com/documentation/spark2/latest/topics/spark2_kafka.html
Created 12-29-2018 09:14 AM
Thanks for the Answer..! I was also stuck at this point. now it worked for me after jar download.