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

    https://github.com/apache/spark/pull/12153#discussion_r59598886
  
    --- Diff: 
sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/FileScanRDD.scala
 ---
    @@ -86,4 +87,9 @@ class FileScanRDD(
       }
     
       override protected def getPartitions: Array[Partition] = 
filePartitions.toArray
    +
    +  override protected def getPreferredLocations(split: Partition): 
Seq[String] = {
    +    val files = split.asInstanceOf[FilePartition].files
    +    if (files.isEmpty) Seq.empty else files.maxBy(_.length).locations
    --- End diff --
    
    Should we pick the top 3 host that hold most of the data?


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