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

    https://github.com/apache/spark/pull/19020#discussion_r139765068
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/regression/LinearRegression.scala ---
    @@ -220,12 +283,12 @@ class LinearRegression @Since("1.3.0") 
(@Since("1.3.0") override val uid: String
         }
     
         val instr = Instrumentation.create(this, dataset)
    -    instr.logParams(labelCol, featuresCol, weightCol, predictionCol, 
solver, tol,
    -      elasticNetParam, fitIntercept, maxIter, regParam, standardization, 
aggregationDepth)
    +    instr.logParams(labelCol, featuresCol, weightCol, predictionCol, 
solver, tol, elasticNetParam,
    --- End diff --
    
    Log epsilon (M) as well


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