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

    https://github.com/apache/spark/pull/19715#discussion_r153786414
  
    --- Diff: 
mllib/src/test/scala/org/apache/spark/ml/feature/QuantileDiscretizerSuite.scala 
---
    @@ -146,4 +146,166 @@ class QuantileDiscretizerSuite
         val model = discretizer.fit(df)
         assert(model.hasParent)
       }
    +
    --- End diff --
    
    We should add 2 tests:
    
    1. test setting `numBuckets` is the same as setting `numBucketsArray` 
explicitly with identical values
    2. test that QD over multiple columns produces the same results as 2x QDs 
over the same columns (as we did for Bucketizer)


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