Github user markhamstra commented on the issue:

    https://github.com/apache/spark/pull/13677
  
    > One goal of this change it to make it clearer which functions may create 
new stages (as opposed to looking up stages that already exist).
    
    Something that I have been looking at of late, and I know that @squito has 
looked at some, too.  In short, I'm pretty confident that we doing some 
silliness around creating new stages instead of reusing already existing 
stages, then recognizing that all the task for the "new" stages are already 
completed (at least we're smart enough to reuse the map outputs), so the "new" 
stages just become "skipped".
    
    I'll take a closer look at this tomorrow, and may have a follow-on PR in 
the not too distant future.


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