Friday, June 17, 2016

Hello Streaming : A Word Count Example

scala> import org.apache.spark.streaming._
import org.apache.spark.streaming._

scala> val stc = new StreamingContext(sc, Seconds(5))
stc: org.apache.spark.streaming.StreamingContext = org.apache.spark.streaming.StreamingContext@36429c28

scala> val lines = stc.socketTextStream("localhost", 9999)
lines: org.apache.spark.streaming.dstream.ReceiverInputDStream[String] = org.apache.spark.streaming.dstream.SocketInputDStream@4feb2798

scala> val words = lines.flatMap(_.split(" "))
words: org.apache.spark.streaming.dstream.DStream[String] = org.apache.spark.streaming.dstream.FlatMappedDStream@389785db

scala> val pairs = words.map(word => (word, 1))
pairs: org.apache.spark.streaming.dstream.DStream[(String, Int)] = org.apache.spark.streaming.dstream.MappedDStream@2fad123b

scala> val wordCounts = pairs.reduceByKey(_ + _)
wordCounts: org.apache.spark.streaming.dstream.DStream[(String, Int)] = org.apache.spark.streaming.dstream.ShuffledDStream@6e9ad193

scala> wordCounts.print()

scala> /*wordCounts.foreachRDD { rdd => 
     |   rdd.foreach(print)    
     | }*/
     | stc.start()

scala> stc.awaitTermination()

netcat(nc) input

[raj@Rajkumars-MacBook-Pro ~]$nc -lk 9999
This is a test


This is anothet test

Output in spark-shell

-------------------------------------------
Time: 1466196225000 ms
-------------------------------------------

-------------------------------------------
Time: 1466196230000 ms
-------------------------------------------
(a,1)
(is,2)
(test,2)
(anothet,1)


(This,2)