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

    https://github.com/apache/spark/pull/16776#discussion_r101152427
  
    --- Diff: 
sql/core/src/test/scala/org/apache/spark/sql/DataFrameStatSuite.scala ---
    @@ -159,16 +159,72 @@ class DataFrameStatSuite extends QueryTest with 
SharedSQLContext {
           assert(math.abs(md1 - 2 * q1 * n) < error_double)
           assert(math.abs(md2 - 2 * q2 * n) < error_double)
         }
    -    // test approxQuantile on NaN values
    -    val dfNaN = Seq(Double.NaN, 1.0, Double.NaN, Double.NaN).toDF("input")
    -    val resNaN = dfNaN.stat.approxQuantile("input", Array(q1, q2), 
epsilons.head)
    +
    +    // quantile should be in the range [0.0, 1.0]
    +    val e = intercept[IllegalArgumentException] {
    +      df.stat.approxQuantile(Array("singles", "doubles"), Array(q1, q2, 
-0.1), epsilons.head)
    +    }
    +    assert(e.getMessage.contains("quantile should be in the range [0.0, 
1.0]"))
    +
    +    // relativeError should be non-negative
    +    val e2 = intercept[IllegalArgumentException] {
    +      df.stat.approxQuantile(Array("singles", "doubles"), Array(q1, q2), 
-1.0)
    +    }
    +    assert(e2.getMessage.contains("Relative Error must be non-negative"))
    +
    +    // dataset should be non-empty
    +    intercept[NoSuchElementException] {
    --- End diff --
    
    Do we really want to return null? Seems very un Scala like to me


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