Github user WeichenXu123 commented on a diff in the pull request:

    https://github.com/apache/spark/pull/14922#discussion_r77362198
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/param/shared/sharedParams.scala ---
    @@ -405,5 +405,9 @@ private[ml] trait HasAggregationDepth extends Params {
     
       /** @group expertGetParam */
       final def getAggregationDepth: Int = $(aggregationDepth)
    +
    +  def getAggregationDepthByFormula(driverMemory: Long, dimension: Int, 
partitionNum: Int): Int = {
    +    if (dimension > 200) 2 else 1
    --- End diff --
    
    yeah, give me some time to do some performance tests and I will refine the 
formula. now it is naive.


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