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

    https://github.com/apache/spark/pull/19988#discussion_r157204396
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/optim/NormalEquationSolver.scala ---
    @@ -109,6 +109,11 @@ private[optim] class QuasiNewtonSolver(
           state = states.next()
           arrayBuilder += state.adjustedValue
         }
    +    if (state == null || state.searchFailed) {
    +      val msg = s"${optimizer.getClass.getName} failed."
    +      logError(msg)
    --- End diff --
    
    Warning actually seems more appropriate in all of these cases. It's not an 
unrecoverable Spark error.


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