In this doc, we will demonstrate how to consume ONS message in Spark.
// cId: Aliyun ONS ConsumerID
// topic: Message Topic
// subExpression: Message Tag
val Array(cId, topic, subExpression, parallelism, interval) = args
val accessKeyId = "accessKeyId"
val accessKeySecret = "accessKeySecret"
val numStreams = parallelism.toInt
val batchInterval = Milliseconds(interval.toInt)
val conf = new SparkConf().setAppName("Spark ONS Sample")
val ssc = new StreamingContext(conf, batchInterval)
// define `func` to preprocess each message
def func: Message => Array[Byte] = msg => msg.getBody
val onsStreams = (0 until numStreams).map { i =>
println(s"starting stream $i")
OnsUtils.createStream(
ssc,
cId,
topic,
subExpression,
accessKeyId,
accessKeySecret,
StorageLevel.MEMORY_AND_DISK_2,
func)
}
val unionStreams = ssc.union(onsStreams)
unionStreams.foreachRDD(rdd => {
rdd.map(bytes => new String(bytes)).flatMap(line => line.split(" "))
.map(word => (word, 1))
.reduceByKey(_ + _).collect().foreach(e => println(s"word: ${e._1}, cnt: ${e._2}"))
})
ssc.start()
ssc.awaitTermination()