Github user imatiach-msft commented on a diff in the pull request: https://github.com/apache/spark/pull/16516#discussion_r95679101 --- Diff: mllib/src/main/scala/org/apache/spark/ml/classification/LogisticRegression.scala --- @@ -365,7 +365,7 @@ class LogisticRegression @Since("1.2.0") ( case None => histogram.length } - val isMultinomial = $(family) match { + val isMultinomial = $(family).toLowerCase match { --- End diff -- maybe we need to have a different accessor that is consistently used on the transform/estimator side internally to: 1.) change the value to lowercase 2.) trim any whitespace Changing the setter might cause issues because then when users try to validate that their parameters are set correctly they will see that they are modified, which is unexpected. The case-insensitive compare should be done as in this PR, but instead of calling toLowerCase everywhere explicitly we should be accessing using some other method that normalizes the parameter internally
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