Github user yinxusen commented on a diff in the pull request:
    --- Diff: mllib/src/main/scala/org/apache/spark/ml/clustering/KMeans.scala 
    @@ -252,8 +254,10 @@ object KMeansModel extends MLReadable[KMeansModel] {
           val model = new KMeansModel(metadata.uid, new 
           DefaultParamsReader.getAndSetParams(model, metadata)
    -      DefaultParamsReader.loadInitialModel[KMeansModel](path, sc)
    -        .foreach(v => model.set(model.initialModel, v))
    +      DefaultParamsReader.loadInitialModel[KMeansModel](path, sc) match {
    +        case Success(v) => model.set(model.initialModel, v)
    +        case Failure(e) => if (!e.isInstanceOf[InvalidInputException]) 
throw e
    --- End diff --
    @MLnick Is it good to ignore only `InvalidInputException` while keep other 

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