В моей программе spark у меня есть этот код:
val df = spark.readStream
.format("kafka")
.option("subscribe", "raw_weather")
.option("kafka.bootstrap.servers", "<url:port>s of my brokers")
.option("kafka.security.protocol", "SASL_SSL")
.option("kafka.sasl.mechanism" , "PLAIN")
.option("kafka.sasl.jaas.config",
"org.apache.kafka.common.security.plain.PlainLoginModule required username=\"username\" password=\"" + "password" + "\";")
.option("kafka.ssl.protocol", "TLSv1.2")
.option("kafka.ssl.enabled.protocols", "TLSv1.2")
.option("kafka.ssl.endpoint.identification.algorithm", "HTTPS")
.load()
Вот мой файл build.sbt:
name := "kafka-streaming"
version := "1.0"
scalaVersion := "2.11.12"
// still want to be able to run in sbt
// https://github.com/sbt/sbt-assembly#-provided-configuration
run in Compile <<= Defaults.runTask(fullClasspath in Compile, mainClass in (Compile, run), runner in (Compile, run))
fork in run := true
javaOptions in run ++= Seq(
"-Dlog4j.debug=true",
"-Dlog4j.configuration=log4j.properties")
assemblyMergeStrategy in assembly := {
case "META-INF/services/org.apache.spark.sql.sources.DataSourceRegister" => MergeStrategy.concat
case PathList("META-INF", _*) => MergeStrategy.discard
case _ => MergeStrategy.first
}
libraryDependencies ++= Seq(
"org.apache.spark" %% "spark-core" % "2.4.0" % "provided",
"org.apache.spark" %% "spark-sql" % "2.4.0" % "provided", //If not then this Exception in thread "streaming-job-executor-0" java.lang.NoClassDefFoundError: org/apache/spark/sql/Dataset
"org.apache.spark" %% "spark-streaming" % "2.4.0" % "provided",
"org.apache.spark" %% "spark-streaming-kafka-0-10" % "2.4.0" % "provided",
"org.apache.spark" %% "spark-sql-kafka-0-10" % "2.4.0" % "provided"
)
Если я удаляю provided из libraryDependenciesЯ могу успешно запустить Scala-код внутри IntelliJ IDEA.
Теперь я делаю sbt assembly, а затем, когда пытаюсь запустить эту же программу внутри spark-submit, используя следующую команду:
spark-submit --class com.ibm.kafkasparkintegration.executables.WeatherDataStream hdfs://<some address>:8020/user/clsadmin/consumer-example.jar \
--packages org.apache.spark:spark-core:2.4.0,org.apache.spark:spark-sql:2.4.0,org.apache.spark:spark-sql-kafka-0-10:2.4.0,org.apache.spark:spark-streaming:2.4.0,org.apache.spark:spark-streaming-kafka-0-10:2.4.0
(PS. consumer-example.jar - это JAR, который я получил после выполнения sbt assembly)
Я получаю эту ошибку:
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$.lookupDataSource(DataSource.scala:635)
at org.apache.spark.sql.streaming.DataStreamReader.load(DataStreamReader.scala:159)
>> at com.ibm.kafkasparkintegration.executables.WeatherDataStream$.getRawDataFrame(WeatherDataStream.scala:73)
at com.ibm.kafkasparkintegration.executables.WeatherDataStream$.main(WeatherDataStream.scala:23)
at com.ibm.kafkasparkintegration.executables.WeatherDataStream.main(WeatherDataStream.scala)
at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
at java.lang.reflect.Method.invoke(Method.java:498)
at org.apache.spark.deploy.JavaMainApplication.start(SparkApplication.scala:52)
at org.apache.spark.deploy.SparkSubmit$.org$apache$spark$deploy$SparkSubmit$$runMain(SparkSubmit.scala:906)
at org.apache.spark.deploy.SparkSubmit$.doRunMain$1(SparkSubmit.scala:197)
at org.apache.spark.deploy.SparkSubmit$.submit(SparkSubmit.scala:227)
at org.apache.spark.deploy.SparkSubmit$.main(SparkSubmit.scala:136)
at org.apache.spark.deploy.SparkSubmit.main(SparkSubmit.scala)
Caused by: java.lang.ClassNotFoundException: kafka.DefaultSource
at java.net.URLClassLoader.findClass(URLClassLoader.java:381)
at java.lang.ClassLoader.loadClass(ClassLoader.java:424)
at java.lang.ClassLoader.loadClass(ClassLoader.java:357)
at org.apache.spark.sql.execution.datasources.DataSource$$anonfun$23$$anonfun$apply$15.apply(DataSource.scala:618)
at org.apache.spark.sql.execution.datasources.DataSource$$anonfun$23$$anonfun$apply$15.apply(DataSource.scala:618)
at scala.util.Try$.apply(Try.scala:192)
at org.apache.spark.sql.execution.datasources.DataSource$$anonfun$23.apply(DataSource.scala:618)
at org.apache.spark.sql.execution.datasources.DataSource$$anonfun$23.apply(DataSource.scala:618)
at scala.util.Try.orElse(Try.scala:84)
at org.apache.spark.sql.execution.datasources.DataSource$.lookupDataSource(DataSource.scala:618)
... 14 more
Из журнала ошибок WeatherDataStream.scala:73относится к load(), написанному в приведенном выше коде. Когда этот код работает в IntelliJ , я не понимаю, почему он не работает в spark-submit?