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

    https://github.com/apache/spark/pull/12927#discussion_r62297852
  
    --- Diff: 
examples/src/main/scala/org/apache/spark/examples/ml/LDAExample.scala ---
    @@ -55,19 +55,21 @@ object LDAExample {
           .setMaxIter(10)
           .setFeaturesCol(FEATURES_COL)
         val model = lda.fit(dataset)
    -    val transformed = model.transform(dataset)
     
         val ll = model.logLikelihood(dataset)
         val lp = model.logPerplexity(dataset)
    +    println(ll)
    +    println(lp)
    --- End diff --
    
    println(s"The lower bound on the log likelihood of the entire corpus: $ll")
    println(s"The upper bound bound on perplexity: $lp")


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