Github user VinceShieh commented on a diff in the pull request: https://github.com/apache/spark/pull/14858#discussion_r76570646 --- Diff: mllib/src/main/scala/org/apache/spark/ml/feature/QuantileDiscretizer.scala --- @@ -116,8 +116,7 @@ final class QuantileDiscretizer @Since("1.6.0") (@Since("1.6.0") override val ui val distinctSplits = splits.distinct if (splits.length != distinctSplits.length) { - log.warn(s"Some quantiles were identical. Bucketing to ${distinctSplits.length - 1}" + - s" buckets as a result.") + log.warn(s"Some quantiles were identical. Will return fewer buckets than requested!") --- End diff -- considering cases when, there are duplicated non-nan values, along with multiple NaNs in the splits, to get the exact number of buckets, will require extra computation and increase complexity which I dont think it worths for a warning msg
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