Github user srowen commented on the issue:

    https://github.com/apache/spark/pull/14551
  
    Anyway, back to the actual content -- the actual test assertions in the 
failing test are correct, in that it's obvious that the first two points and 
second two points should cluster together. I expect that just picking another 
random seed or two would make it pass. Although that's a little clunky as a 
solution, because the test should probably be more robust, it's at least no 
less robust for your change. You can also try a tighter convergence tolerance 
or more iterations. Anything like that is all that I think we should ask of 
this PR.
    
    Does the GaussianMixture doctest also fail? I think similar logic would 
apply. In that test, clearly the 3 successive pairs of points are meant to 
cluster together. Actually, the first assertion looks wrong because it says the 
first two don't cluster together. The others look right. Perhaps your fix 
actually makes the corrected assertion pass, if that was the failure.


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