Github user sethah commented on a diff in the pull request:
    --- Diff: mllib/src/main/scala/org/apache/spark/ml/util/ReadWrite.scala ---
    @@ -300,15 +301,23 @@ private[ml] object DefaultParamsWriter {
           paramMap: Option[JValue] = None): String = {
         val uid = instance.uid
         val cls = instance.getClass.getName
    -    val params = 
    +    val params = instance.extractParamMap().toSeq
    +      .filter( != 
    --- End diff --
    It's also possible that we introduce other params that can be of type model 
in the future. Thus, being an instance of `Param[Mode[_]]` may not be 
sufficient to determine if it's the initialModel.

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