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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