Github user mgaido91 commented on a diff in the pull request:

    https://github.com/apache/spark/pull/19993#discussion_r157414340
  
    --- Diff: mllib/src/main/scala/org/apache/spark/ml/feature/Bucketizer.scala 
---
    @@ -140,10 +140,10 @@ final class Bucketizer @Since("1.4.0") 
(@Since("1.4.0") override val uid: String
        * by `inputCol`. A warning will be printed if both are set.
        */
       private[feature] def isBucketizeMultipleColumns(): Boolean = {
    -    if (isSet(inputCols) && isSet(inputCol)) {
    -      logWarning("Both `inputCol` and `inputCols` are set, we ignore 
`inputCols` and this " +
    -        "`Bucketizer` only map one column specified by `inputCol`")
    -      false
    +    if (isSet(inputCols) && isSet(inputCol) || isSet(inputCols) && 
isSet(outputCol) ||
    +      isSet(inputCol) && isSet(outputCols)) {
    +      throw new IllegalArgumentException("Both `inputCol` and `inputCols` 
are set, `Bucketizer` " +
    +        "only supports setting either `inputCol` or `inputCols`.")
    --- End diff --
    
    thanks. I will add these checks while doing the changes requested by 
@hhbyyh. Thanks.


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