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

    https://github.com/apache/spark/pull/7538#discussion_r36361305
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/classification/LogisticRegression.scala
 ---
    @@ -408,6 +451,119 @@ private[classification] class MultiClassSummarizer 
extends Serializable {
     }
     
     /**
    + * Abstraction for multinomial Logistic Regression Training results.
    + */
    +sealed trait LogisticRegressionTrainingSummary extends Serializable {
    +
    +  /** objective function (scaled loss + regularization) at each iteration. 
*/
    +  val objectiveHistory: Array[Double]
    +
    +  /** Number of training iterations until termination */
    +  val totalIterations: Int = objectiveHistory.length
    +
    +}
    +
    +/**
    + * Abstraction for Logistic Regression Results for a given model.
    + */
    +sealed trait LogisticRegressionSummary extends Serializable {
    --- End diff --
    
    This trait can have defs for predictions, probabilityCol, labelCol.  


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