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

    https://github.com/apache/spark/pull/14122#discussion_r70180443
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/regression/LinearRegression.scala ---
    @@ -327,6 +327,11 @@ class LinearRegression @Since("1.3.0") 
(@Since("1.3.0") override val uid: String
             throw new SparkException(msg)
           }
     
    +      if (!state.actuallyConverged) {
    +        logWarning("LinearRegression training fininshed but the result is 
not converged, " +
    --- End diff --
    
    LGTM though you could use string interpolation here.  Maybe slightly better 
as "Linear regression training fininshed but the result is not converged 
because: ..."


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