Created
September 11, 2018 11:54
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/* in spark-shell */ | |
import org.apache.spark.rdd.RDD | |
/* Q1 helpers */ | |
type Input = (Int,Double) | |
type Output = Input | |
def f(r1: RDD[Input], r2: RDD[Input]):RDD[Output] = { | |
val cr:RDD[(Int,(Double,Double))] = r1 join r2 | |
cr.map(re => (re._1, re._2._1 - re._2._2)) | |
} | |
/* Q2 helpers */ | |
def g1(in: RDD[(Int,Array[(Int,Int)])]):RDD[(Int,(Int,Int))] = { | |
in.flatMap(re => re._2.map(ae => (re._1,ae)) ) | |
} | |
def g2(in: RDD[(Int,Array[(Int,Int)])]):RDD[(Int,(Int,Int))] = { | |
for { | |
re <- in | |
ae <- re._2 | |
} yield (re._1, ae) | |
} | |
/* Q3 helpers */ | |
def transform(a:(Int, List[Int])):String = a._1.toString + "--" + a._2.filter(_ == a._1)(0).toString | |
def h(in:RDD[(Int, List[Int])]):Unit = (in map transform).collect foreach println | |
/* solutions Q1*/ | |
val r1 = sc.parallelize(Seq((1,3.6))) | |
val r2 = sc.parallelize(Seq((1,1.1))) | |
f(r1,r2).collect foreach println | |
//(1,2.5) | |
/* solutions Q2 */ | |
val rdd1 = sc.parallelize(Array((1,Array((3,4),(4,5))),(2,Array((4,2),(4,4),(3,9))))) | |
g1(rdd1).collect foreach println | |
// (1,(3,4)) | |
// (1,(4,5)) | |
// (2,(4,2)) | |
// (2,(4,4)) | |
// (2,(3,9)) | |
g2(rdd1).collect foreach println | |
// (1,(3,4)) | |
// (1,(4,5)) | |
// (2,(4,2)) | |
// (2,(4,4)) | |
// (2,(3,9)) | |
/* solutions Q3 */ | |
val rdd2 = sc.parallelize(Array((1,List(1,2,3,4)),(2,List(1,2,3,4)),(3,List(1,2,3,4)),(4,List(1,2,3,4)))) | |
(rdd2 map transform).collect foreach println | |
// 1--1 | |
// 2--2 | |
// 3--3 | |
// 4--4 |
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