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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