问题
What is the syntax to reverse the ordering for the takeOrdered() method of an RDD in Spark?
For bonus points, what is the syntax for custom-ordering for an RDD in Spark?
回答1:
Reverse Order
val seq = Seq(3,9,2,3,5,4)
val rdd = sc.parallelize(seq,2)
rdd.takeOrdered(2)(Ordering[Int].reverse)
Result will be Array(9,5)
Custom Order
We will sort people by age.
case class Person(name:String, age:Int)
val people = Array(Person("bob", 30), Person("ann", 32), Person("carl", 19))
val rdd = sc.parallelize(people,2)
rdd.takeOrdered(1)(Ordering[Int].reverse.on(x=>x.age))
Result will be Array(Person(ann,32))
回答2:
val rdd1 = sc.parallelize(List(("Hadoop PIG Hive"), ("Hive PIG PIG Hadoop"), ("Hadoop Hadoop Hadoop")))
val rdd2 = rdd1.flatMap(x => x.split(" ")).map(x => (x,1))
val rdd3 = rdd2.reduceByKey((x,y) => (x+y))
//Reverse Order (Descending Order)
rdd3.takeOrdered(3)(Ordering[Int].reverse.on(x=>x._2))
Output:
res0: Array[(String, Int)] = Array((Hadoop,5), (PIG,3), (Hive,2))
//Ascending Order
rdd3.takeOrdered(3)(Ordering[Int].on(x=>x._2))
Output:
res1: Array[(String, Int)] = Array((Hive,2), (PIG,3), (Hadoop,5))
来源:https://stackoverflow.com/questions/26387753/how-to-reverse-ordering-for-rdd-takeordered