Github user tdas commented on the issue:

    https://github.com/apache/spark/pull/20767
  
    @koeninger good question Cody! I think we should fix this limitation 
eventually. The only reason I am not doing that in this PR is to keep the 
changes minimum for backporting to 2.3.x. Eventually, we should not do such 
cache management, and rather use something like [Apache Common 
Pool](https://commons.apache.org/proper/commons-pool/index.html).


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