Github user jinxing64 commented on a diff in the pull request:

    https://github.com/apache/spark/pull/16989#discussion_r114960041
  
    --- Diff: core/src/main/scala/org/apache/spark/scheduler/MapStatus.scala ---
    @@ -128,41 +130,52 @@ private[spark] class CompressedMapStatus(
      * @param numNonEmptyBlocks the number of non-empty blocks
      * @param emptyBlocks a bitmap tracking which blocks are empty
      * @param avgSize average size of the non-empty blocks
    + * @param hugeBlockSizesArray sizes of huge blocks by their reduceId.
      */
     private[spark] class HighlyCompressedMapStatus private (
         private[this] var loc: BlockManagerId,
         private[this] var numNonEmptyBlocks: Int,
         private[this] var emptyBlocks: RoaringBitmap,
    -    private[this] var avgSize: Long)
    +    private[this] var avgSize: Long,
    +    private[this] var hugeBlockSizesArray: Array[Tuple2[Int, Byte]])
       extends MapStatus with Externalizable {
     
    +  @transient var hugeBlockSizes: Map[Int, Byte] =
    +    if (hugeBlockSizesArray == null) null else hugeBlockSizesArray.toMap
    +
       // loc could be null when the default constructor is called during 
deserialization
       require(loc == null || avgSize > 0 || numNonEmptyBlocks == 0,
         "Average size can only be zero for map stages that produced no output")
     
    -  protected def this() = this(null, -1, null, -1)  // For deserialization 
only
    +  def this() = this(null, -1, null, -1, null)  // For deserialization only
     
       override def location: BlockManagerId = loc
     
       override def getSizeForBlock(reduceId: Int): Long = {
         if (emptyBlocks.contains(reduceId)) {
           0
         } else {
    -      avgSize
    +      hugeBlockSizes.get(reduceId) match {
    +        case Some(size) => MapStatus.decompressSize(size)
    +        case None => avgSize
    +      }
         }
       }
     
       override def writeExternal(out: ObjectOutput): Unit = 
Utils.tryOrIOException {
         loc.writeExternal(out)
         emptyBlocks.writeExternal(out)
         out.writeLong(avgSize)
    +    out.writeObject(hugeBlockSizesArray)
       }
     
       override def readExternal(in: ObjectInput): Unit = 
Utils.tryOrIOException {
         loc = BlockManagerId(in)
         emptyBlocks = new RoaringBitmap()
         emptyBlocks.readExternal(in)
         avgSize = in.readLong()
    +    hugeBlockSizesArray = in.readObject().asInstanceOf[Array[Tuple2[Int, 
Byte]]]
    +    hugeBlockSizes = hugeBlockSizesArray.toMap
    --- End diff --
    
    After the constructor is called, both `hugeBlockSizes` and 
`hugeBlockSizesArray` are initialized to be null, I think we need to initialize 
both in `readExternal` when deserialize.


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