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

    https://github.com/apache/spark/pull/17910#discussion_r115416085
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/classification/LogisticRegression.scala
 ---
    @@ -526,7 +526,7 @@ class LogisticRegression @Since("1.2.0") (
           case None => histogram.length
         }
     
    -    val isMultinomial = $(family) match {
    +    val isMultinomial = $(family).toLowerCase(Locale.ROOT) match {
    --- End diff --
    
    As a general practice, I would recommend moving the 
`.toLowerCase(Locale.ROOT)` into the setter. Then we don't need to invoke the 
`.toLowerCase(Locale.ROOT)` multiple times in the code. (here it happens to be 
once). And we can always assume the $(family) has predictable values in the 
code.


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