Github user HyukjinKwon commented on the issue:

    https://github.com/apache/spark/pull/14660
  
    @rxin, I thought reading a small file is a possible corner case. In this 
case, it would not be only a small fraction. Improving it without a regression 
might be a legitimate optimization by preventing to launch another job.
    
    It is true that in such (or most cases) users would just tolerate the 
elapsed time but I guess we have added such improvements time to time to 
improve the performance in general bit by bit.
    
    `spark.sql.sources.parallelPartitionDiscovery.threshold` might be the 
option for the similar cases.
    
    I guess this PR does not introduce another a bunch of newly added codes to 
maintain more but just use the original codes.
    



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