Github user JoshRosen commented on the issue:

    https://github.com/apache/spark/pull/18400
  
    I actually asked @liufengdb to submit this PR after he spotted this problem 
while debugging a test.
    
    I did a bit of digging and spotted where this bug was introduced: in 
https://github.com/JoshRosen/spark/commit/b9d6e181db0c7293b0b00b3a679716f652df936f,
 an intermediate commit in an old PR, this was introduced when refactoring one 
map from a thread-safe LoadingCache (where entires were implicitly created) to 
an explicit map with explicit registration (which used synchronization). In 
making this change I incorrectly preserved a bad synchronization pattern which 
was unnecessarily fine-grained.
    
    Therefore this looks like the right change to me so I'm going to retest and 
merge.


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