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

    https://github.com/apache/spark/pull/15059#discussion_r78717016
  
    --- Diff: 
sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/expressions/ExpressionEvalHelper.scala
 ---
    @@ -289,13 +290,32 @@ trait ExpressionEvalHelper extends 
GeneratorDrivenPropertyChecks {
         (result, expected) match {
           case (result: Array[Byte], expected: Array[Byte]) =>
             java.util.Arrays.equals(result, expected)
    -      case (result: Double, expected: Spread[Double @unchecked]) =>
    -        expected.asInstanceOf[Spread[Double]].isWithin(result)
           case (result: Double, expected: Double) if result.isNaN && 
expected.isNaN =>
             true
    +      case (result: Double, expected: Double) =>
    +        relativeErrorComparison(result, expected)
           case (result: Float, expected: Float) if result.isNaN && 
expected.isNaN =>
             true
           case _ => result == expected
         }
       }
    +
    +  /**
    +   * Private helper function for comparing two values using relative 
tolerance.
    +   * Note that if x or y is extremely close to zero, i.e., smaller than 
Double.MinPositiveValue,
    +   * the relative tolerance is meaningless, so the exception will be 
raised to warn users.
    +   */
    +  private def relativeErrorComparison(x: Double, y: Double, eps: Double = 
1E-8): Boolean = {
    --- End diff --
    
    Seems fine. You could refer to the source of this code and explain the 
duplication but it's not a big deal.


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