Github user imatiach-msft commented on a diff in the pull request:

    https://github.com/apache/spark/pull/16355#discussion_r95029976
  
    --- Diff: 
mllib/src/test/scala/org/apache/spark/ml/clustering/BisectingKMeansSuite.scala 
---
    @@ -29,9 +29,12 @@ class BisectingKMeansSuite
       final val k = 5
       @transient var dataset: Dataset[_] = _
     
    +  @transient var sparseDataset: Dataset[_] = _
    +
       override def beforeAll(): Unit = {
         super.beforeAll()
         dataset = KMeansSuite.generateKMeansData(spark, 50, 3, k)
    +    sparseDataset = KMeansSuite.generateSparseData(spark, 100, 1000, k, 42)
    --- End diff --
    
    I can only repro the issue with very sparse data where number of columns is 
around 1k. I was able to reduce the number of rows to be only 10 however.  I 
hope that is a small enough dataset.


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