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

    https://github.com/apache/spark/pull/14112#discussion_r70504461
  
    --- Diff: mllib/src/main/scala/org/apache/spark/ml/clustering/LDA.scala ---
    @@ -566,26 +565,52 @@ object LocalLDAModel extends 
MLReadable[LocalLDAModel] {
         }
       }
     
    +  private case class Data(
    +                           vocabSize: Int,
    +                           topicsMatrix: Matrix,
    +                           docConcentration: Vector,
    +                           topicConcentration: Double,
    +                           gammaShape: Double)
    +
       private class LocalLDAModelReader extends MLReader[LocalLDAModel] {
     
         private val className = classOf[LocalLDAModel].getName
     
         override def load(path: String): LocalLDAModel = {
    +      // Import implicits for Dataset Encoder
    +      val sparkSession = super.sparkSession
    +      import sparkSession.implicits._
    +
           val metadata = DefaultParamsReader.loadMetadata(path, sc, className)
           val dataPath = new Path(path, "data").toString
           val data = sparkSession.read.parquet(dataPath)
    -        .select("vocabSize", "topicsMatrix", "docConcentration", 
"topicConcentration",
    -          "gammaShape")
    -        .head()
    -      val vocabSize = data.getAs[Int](0)
    -      val topicsMatrix = data.getAs[Matrix](1)
    -      val docConcentration = data.getAs[Vector](2)
    -      val topicConcentration = data.getAs[Double](3)
    -      val gammaShape = data.getAs[Double](4)
    +      val vectorConverted = MLUtils.convertVectorColumnsToML(data, 
"docConcentration")
    +      val Row(vocabSize: Int, topicsMatrix: Matrix, docConcentration: 
Vector,
    --- End diff --
    
    Does this work?  You should need to take the first row


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