Tuesday, 5 April 2016

How do you run a scala script in scala command line

You might be using interactive mode of Scala to look at your data. But, if you have written the steps in a dot(.)scala file, then how do you execute. You must know by now that .scala is not mandatory, but its a good practice to follow the convention. We can use the :load option to execute this script from a scala REPL


This is what you do:

1. Write the scala commands in a script CountExample_shell.scala

sc;
val pagecounts = sc.textFile("/home/training/pagecounts/");

// take the first 10 lines and print them
pagecounts.take(10).foreach(println);

pagecounts.count;

// filter only lines that have 'en' (english) for 2nd value of the array
val enPages = pagecounts.filter(_.split(" ")(1) == "en").cache;

enPages.count;

//Create key value pairs in scala
val enTuples = enPages.map(line => line.split(" "));

val enKeyValuePairs = enTuples.map(line => (line(0).substring(0,8) , line(3).toInt));

enKeyValuePairs.reduceByKey(_+_, 1).collect;

enPages.map(l => l.split(" ")).map(l => (l(2), l(3).toInt)).reduceByKey(_+_ , 40).filter( x => x._2 > 200000).map (x => (x._2 , x._1)).collect.foreach(println);

2. Now, to execute the script, use

scala> :load /home/training/CountExample_shell.scala

3. The script will execute and display the below lines.

Loading /home/training/CountExample_shell.scala...
res24: String = /home/training/spark-1.6.0-bin-hadoop2.6/bin/spark-shell
res25: org.apache.spark.SparkContext = org.apache.spark.SparkContext@1fa98a22
pagecounts: org.apache.spark.rdd.RDD[String] = MapPartitionsRDD[12] at textFile at <console>:32
20090505-000000 aa Main_Page 2 9980
20090505-000000 ab %D0%90%D0%B8%D0%BD%D1%82%D0%B5%D1%80%D0%BD%D0%B5%D1%82 1 465
20090505-000000 ab %D0%98%D1%85%D0%B0%D0%B4%D0%BE%D1%83_%D0%B0%D0%B4%D0%B0%D2%9F%D1%8C%D0%B0 1 16086
20090505-000000 af.b Tuisblad 1 36236
20090505-000000 af.d Tuisblad 4 189738
20090505-000000 af.q Tuisblad 2 56143
20090505-000000 af Afrika 1 46833
20090505-000000 af Afrikaans 2 53577
20090505-000000 af Australi%C3%AB 1 132432
20090505-000000 af Barack_Obama 1 23368
res27: Long = 1398882                                                          
enPages: org.apache.spark.rdd.RDD[String] = MapPartitionsRDD[13] at filter at <console>:34
res28: Long = 970545                                                          
enTuples: org.apache.spark.rdd.RDD[Array[String]] = MapPartitionsRDD[14] at map at <console>:36
enKeyValuePairs: org.apache.spark.rdd.RDD[(String, Int)] = MapPartitionsRDD[15] at map at <console>:38
res29: Array[(String, Int)] = Array((20090507,6175726), (20090505,7076855))    
(468159,Special:Search)                                                        
(451126,Main_Page)
(1066734,404_error/)

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