Github user holdenk commented on a diff in the pull request:

    https://github.com/apache/spark/pull/14467#discussion_r73404059
  
    --- Diff: core/src/main/scala/org/apache/spark/api/python/PythonRDD.scala 
---
    @@ -889,21 +891,40 @@ private class PythonAccumulatorParam(@transient 
private val serverHost: String,
         socket
       }
     
    -  override def zero(value: JList[Array[Byte]]): JList[Array[Byte]] = new 
JArrayList
    +  override def reset(): Unit = {
    +    this._acc = new JArrayList[Array[Byte]]
    +  }
    +
    +  override def isZero: Boolean = {
    +    this._acc.isEmpty
    +  }
     
    -  override def addInPlace(val1: JList[Array[Byte]], val2: 
JList[Array[Byte]])
    -      : JList[Array[Byte]] = synchronized {
    +  override def copy(): PythonAccumulatorV2 = {
    +    val newAcc = new PythonAccumulatorV2(serverHost, serverPort)
    +    newAcc._acc = this._acc
    --- End diff --
    
    So the new accumulator API uses the copy method method inside of the 
`copyAndReset` which is used inside of `writeReplace` during serialization. 
More generally you want to ship a "clean" accumulator to the workers rather 
than something which is already potentially have some accumulated values inside 
of it.


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