Github user ajbozarth commented on the issue:

    https://github.com/apache/spark/pull/14673
  
    secondary sort in this case is whatever order the collection is stored in, 
since `LinkedHashMap` keeps an order (essentially by `tasked`, but really by 
insertion order) `tasked` becomes the defacto secondary sort. In `HashMap` 
there's no guaranteed order and it's secondary sort is whatever order the 
hashes are stored (this can be consistent in controlled environments like test 
suites). 
    
    tl;dr it doesn't change secondary sort in a bad way, it just provides an 
order that previously didn't exist.


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