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

    https://github.com/apache/spark/pull/6433#discussion_r31171364
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/feature/StandardScaler.scala ---
    @@ -48,6 +48,16 @@ private[feature] trait StandardScalerParams extends 
Params with HasInputCol with
        * @group param
        */
       val withStd: BooleanParam = new BooleanParam(this, "withStd", "Scale to 
unit standard deviation")
    +
    +  protected def validateAndTransformSchema(schema: StructType): StructType 
= {
    +    val inputType = schema($(inputCol)).dataType
    --- End diff --
    
    This could be further simplified by using the SchemaUtils from `ml.util`. 
See:
    
https://github.com/apache/spark/blob/836a75898fdc4b10d4d00676ef29e24cc96f09fd/mllib/src/main/scala/org/apache/spark/ml/feature/IDF.scala#L55


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