Github user mpjlu commented on the issue: https://github.com/apache/spark/pull/18620 Thanks @srowen , my test also said pq.poll is a little faster on some cases. One possible benefit here is if we provide pq.poll, user's first choice may use pq.poll, not pq.toArray.sorted, which may causes performance reduction. As I have encounter for https://github.com/apache/spark/pull/18624
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