Github user WeichenXu123 commented on the issue:

    https://github.com/apache/spark/pull/14333
  
    @srowen 
    The sparkContext, by default, will running a cleaner to release not 
referenced RDD/broadcasts on background. But, I think, we'd better to release 
them by ourselves because the SparkContext auto-cleaner  depends on java-gc. If 
gc not triggered the cleaner won't release the unused broadcasts.
    As we can see, if a driver-side broadcast has been unpersisted but not 
destroyed, its metadata will be keep in the context and the content of the var 
broadcasted is kept in driver-side, here in KMeans `bcNewCenters` is a 
two-dimension array so I think it is better to release them as soon as possible.
    About the overhead, I think to track these history `bcNewCenters` 
broadcasts only need a reference list and it can destroyed in async way so the 
overhead is acceptable.



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