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

    https://github.com/apache/spark/pull/14336#discussion_r72023268
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/tree/impl/RandomForest.scala ---
    @@ -118,9 +118,11 @@ private[spark] object RandomForest extends Logging {
         val splits = findSplits(retaggedInput, metadata, seed)
         timer.stop("findSplits")
         logDebug("numBins: feature: number of bins")
    -    logDebug(Range(0, metadata.numFeatures).map { featureIndex =>
    -      s"\t$featureIndex\t${metadata.numBins(featureIndex)}"
    -    }.mkString("\n"))
    +    if (log.isDebugEnabled) {
    +      logDebug(Range(0, metadata.numFeatures).map { featureIndex =>
    --- End diff --
    
    If debug logging isn't enabled, it shouldn't even evaluate this though. Try 
`def lazyLen(doIt: Boolean, msg: => String) = if (doIt) msg.length else -1` and 
then compare `lazyLen(true, { Thread.sleep(10000); "foo" })` and 
`lazyLen(false, { Thread.sleep(10000); "foo" })`. In the second case it will 
return immediately without evaluating the second arg.
    
    You're showing Spark stages, but this code doesn't invoke a distributed 
operation. You may be looking at the wrong thing.


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