A library for reading data from Akka Actors using Spark Streaming.
Using SBT:
libraryDependencies += "org.apache.bahir" %% "spark-streaming-akka" % "2.2.2"
Using Maven:
<dependency>
<groupId>org.apache.bahir</groupId>
<artifactId>spark-streaming-akka_2.11</artifactId>
<version>2.2.2</version>
</dependency>
This library can also be added to Spark jobs launched through spark-shell
or spark-submit
by using the --packages
command line option.
For example, to include it when starting the spark shell:
$ bin/spark-shell --packages org.apache.bahir:spark-streaming-akka_2.11:2.2.2
Unlike using --jars
, using --packages
ensures that this library and its dependencies will be added to the classpath.
The --packages
argument can also be used with bin/spark-submit
.
This library is cross-published for Scala 2.10 and Scala 2.11, so users should replace the proper Scala version (2.10 or 2.11) in the commands listed above.
DStreams can be created with data streams received through Akka actors by using AkkaUtils.createStream(ssc, actorProps, actor-name)
.
You need to extend ActorReceiver
so as to store received data into Spark using store(...)
methods. The supervisor strategy of
this actor can be configured to handle failures, etc.
class CustomActor extends ActorReceiver {
def receive = {
case data: String => store(data)
}
}
// A new input stream can be created with this custom actor as
val ssc: StreamingContext = ...
val lines = AkkaUtils.createStream[String](ssc, Props[CustomActor](), "CustomReceiver")
You need to extend JavaActorReceiver
so as to store received data into Spark using store(...)
methods. The supervisor strategy of
this actor can be configured to handle failures, etc.
class CustomActor extends JavaActorReceiver {
@Override
public void onReceive(Object msg) throws Exception {
store((String) msg);
}
}
// A new input stream can be created with this custom actor as
JavaStreamingContext jssc = ...;
JavaDStream<String> lines = AkkaUtils.<String>createStream(jssc, Props.create(CustomActor.class), "CustomReceiver");
See end-to-end examples at Akka Examples