Is this in the Spark shell? Case classes don't work correctly in the Spark shell unfortunately (though they do work in the Scala shell) because we change the way lines of code compile to allow shipping functions across the network. The best way to get case classes in there is to compile them into a JAR and then add that to your spark-shell's classpath with --jars.

Matei

On Jan 12, 2015, at 10:04 AM, Rosner, Frank (Allianz SE) <FRANK.ROSNER@ALLIANZ.COM> wrote:

Dear Spark Users,
 
I googled the web for several hours now but I don't find a solution for my problem. So maybe someone from this list can help.
 
I have an RDD of case classes, generated from CSV files with Spark. When I used the distinct operator, there were still duplicates. So I investigated and found out that the equals returns false although the two objects were equal (so were their individual fields as well as toStrings).
 
After googling it I found that the case class equals might break in case the two objects are created by different class loaders. So I implemented my own equals method using mattern matching (code example below). It still didn't work. Some debugging revealed that the problem lies in the pattern matching. Depending on the objects I compare (and maybe the split / classloader they are generated in?) the patternmatching works /doesn't:
 
case class Customer(id: String, age: Option[Int], entryDate: Option[java.util.Date]) {
  def equals(that: Any): Boolean = that match {
    case Customer(id, age, entryDate) => {
      println("Pattern matching worked!")
      this.id == id && this.age == age && this.entryDate == entryDate
    }
    case _ => false
  }
}
 
//val x: Array[Customer]
// ... some spark code to filter original data and collect x
 
scala> x(0)
Customer("a", Some(5), Some(Fri Sep 23 00:00:00 CEST 1994))
scala> x(1)
Customer("a", None, None)
scala> x(2)
Customer("a", None, None)
scala> x(3)
Customer("a", None, None)
 
scala> x(0) == x(0) // should be true and works
Pattern matching works!
res0: Boolean = true
scala> x(0) == x(1) // should be false and works
Pattern matching works!
res1: Boolean = false
scala> x(1) == x(2) // should be true, does not work
res2: Boolean = false
scala> x(2) == x(3) // should be true, does not work
Pattern matching works!
res3: Boolean = true
scala> x(0) == x(3) // should be false, does not work
res4: Boolean = false
 
Why is the pattern matching not working? It seems that there are two kinds of Customers: 0,1 and 2,3 which don't match somehow. Is this related to some classloaders? Is there a way around this other than using instanceof and defining a custom equals operation for every case class I write?
 
Thanks for the help!
Frank