Github user hhbyyh commented on a diff in the pull request:
https://github.com/apache/spark/pull/18924#discussion_r143080481
--- Diff:
mllib/src/main/scala/org/apache/spark/mllib/clustering/LDAOptimizer.scala ---
@@ -462,31 +463,60 @@ final class OnlineLDAOptimizer extends LDAOptimizer {
val expElogbetaBc = batch.sparkContext.broadcast(expElogbeta)
val alpha = this.alpha.asBreeze
val gammaShape = this.gammaShape
-
- val stats: RDD[(BDM[Double], List[BDV[Double]])] = batch.mapPartitions
{ docs =>
+ val optimizeDocConcentration = this.optimizeDocConcentration
+ // If and only if optimizeDocConcentration is set true,
+ // we calculate logphat in the same pass as other statistics.
+ // No calculation of loghat happens otherwise.
+ val logphatPartOptionBase = () => if (optimizeDocConcentration) {
+ Some(BDV.zeros[Double](k))
+ } else {
+ None
+ }
+
+ val stats: RDD[(BDM[Double], Option[BDV[Double]], Long)] =
batch.mapPartitions { docs =>
val nonEmptyDocs = docs.filter(_._2.numNonzeros > 0)
val stat = BDM.zeros[Double](k, vocabSize)
- var gammaPart = List[BDV[Double]]()
+ val logphatPartOption = logphatPartOptionBase()
+ var nonEmptyDocCount : Long = 0L
nonEmptyDocs.foreach { case (_, termCounts: Vector) =>
+ nonEmptyDocCount += 1
val (gammad, sstats, ids) =
OnlineLDAOptimizer.variationalTopicInference(
termCounts, expElogbetaBc.value, alpha, gammaShape, k)
- stat(::, ids) := stat(::, ids).toDenseMatrix + sstats
- gammaPart = gammad :: gammaPart
+ stat(::, ids) := stat(::, ids) + sstats
+ logphatPartOption.foreach(_ +=
LDAUtils.dirichletExpectation(gammad))
}
- Iterator((stat, gammaPart))
- }.persist(StorageLevel.MEMORY_AND_DISK)
- val statsSum: BDM[Double] =
stats.map(_._1).treeAggregate(BDM.zeros[Double](k, vocabSize))(
- _ += _, _ += _)
- val gammat: BDM[Double] = breeze.linalg.DenseMatrix.vertcat(
- stats.map(_._2).flatMap(list =>
list).collect().map(_.toDenseMatrix): _*)
- stats.unpersist()
+ Iterator((stat, logphatPartOption, nonEmptyDocCount))
+ }
+
+ val elementWiseSum = (u : (BDM[Double], Option[BDV[Double]], Long),
+ v : (BDM[Double], Option[BDV[Double]], Long)) =>
{
--- End diff --
Minor: indent.
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