spark rdd按元素类过滤

Question

我有一个RDD与不同类型的元素,我想按他们的类型计算它们,例如,下面的代码将正常工作.

scala> val rdd = sc.parallelize(List(1, 2.0, "abc"))
rdd: org.apache.spark.rdd.RDD[Any] = ParallelCollectionRDD[0] at parallelize at <console>:24

scala> rdd.filter{case z:Int => true; case _ => false}.count
res0: Long = 1

scala> rdd.filter{case z:String => true; case _ => false}.count
res1: Long = 1

现在,如果元素是用户定义的类型,下面的代码将无法按预期工作.

scala> class TypeA extends Serializable              // this is the base class
defined class TypeA

scala> case class TypeB(id:Long) extends TypeA       // derived class 1
defined class TypeB

scala> case class TypeC(name:String) extends TypeA   // derived class 2
defined class TypeC

scala> val rdd1 = sc.parallelize(List(TypeB(123), TypeC("jack"), TypeB(456)))   // create an rdd with different types of elements
rdd1: org.apache.spark.rdd.RDD[TypeA with Product] = ParallelCollectionRDD[3] at parallelize at <console>:29

scala> rdd1.count              // total size is correct
res2: Long = 3

scala> rdd1.filter{case z:TypeB => true; case _ => false}.count   // what the hell?
res3: Long = 0

scala> rdd1.filter{case z:TypeC => true; case _ => false}.count   // again ?
res4: Long = 0

scala> rdd1.filter{case z:TypeA => true; case _ => false}.count   // only works for the base class?
res5: Long = 3

我在这里错过了吗？请帮忙!

Answer 1

这看起来像是 REPL 的变体Spark-1199，并且很可能是 REPL 错误。

当在 IDEA 中本地运行时，这会产生预期的行为：

import org.apache.spark.SparkContext

class TypeA extends Serializable
case class TypeB(id:Long) extends TypeA
case class TypeC(name:String) extends TypeA

val sc = new SparkContext("local[*]", "swe")
val rdd = sc.parallelize(List(TypeB(12), TypeC("Hsa")))

rdd.filter { case x: TypeB => true; case _ => false }.count()

产量：

import org.apache.spark.SparkContext

defined class TypeA
defined class TypeB
defined class TypeC   

sc: org.apache.spark.SparkContext = org.apache.spark.SparkContext@10a1410d
rdd: org.apache.spark.rdd.RDD[TypeA with Product] = ParallelCollectionRDD[0] at parallelize at <console>:18

[Stage 0:>....... (0 + 0) / 4]
res0: Long = 1