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

    https://github.com/apache/spark/pull/11119#discussion_r81263907
  
    --- 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 = 
instance.extractParamMap().toSeq.asInstanceOf[Seq[ParamPair[Any]]]
    +    val params = instance.extractParamMap().toSeq
    +      .filter(_.param.name != 
"initialModel").asInstanceOf[Seq[ParamPair[Any]]]
         val jsonParams = paramMap.getOrElse(render(params.map { case 
ParamPair(p, v) =>
           p.name -> parse(p.jsonEncode(v))
         }.toList))
    +    // If the instance has an "initialModel" param and the param is 
defined, then the initial model
    +    // will be saved along with the instance.
    +    val initialModelFlag =
    +      instance.hasParam("initialModel") && 
instance.isDefined(instance.getParam("initialModel"))
         val basicMetadata = ("class" -> cls) ~
           ("timestamp" -> System.currentTimeMillis()) ~
           ("sparkVersion" -> sc.version) ~
           ("uid" -> uid) ~
    -      ("paramMap" -> jsonParams)
    +      ("paramMap" -> jsonParams) ~
    +      // TODO: Figure out more robust way to detect the existing of the 
initialModel.
    --- End diff --
    
    Hmm, the comment seems to have been placed in the wrong spot. I meant that 
in the test suite, there is a test called "Initialize using given cluster 
centers" when we are really initializing it by training a model and using it as 
the initial model. Sorry for the confusion.


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