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

    https://github.com/apache/spark/pull/9839#discussion_r45439309
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/feature/StandardScaler.scala ---
    @@ -189,7 +189,6 @@ object StandardScalerModel extends 
MLReadable[StandardScalerModel] {
             sqlContext.read.parquet(dataPath)
               .select("std", "mean", "withStd", "withMean")
               .head()
    -      // This is very likely to change in the future because withStd and 
withMean should be params.
    --- End diff --
    
    If `withMean` and `withStd` are parameters, we should save them in 
`metadata/` but not both under `data/` and `medadata/`. Can we change the 
constructor of `ml.StandardScalerModel` to take only `std` and `mean` but 
construct `scaler` only inside `transform`? So `scaler` is no longer a member 
variable. We can fix performance issues in 1.7.


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