Github user raajay commented on the issue:

    https://github.com/apache/spark/pull/18683
  
    maxSizeInFlight can be large (~100-200 MB) when (a) available memory at 
reducer is high, or (b) when reducer spends most of its time waiting for 
fetchRequests. In such cases, using a hard coded value of '5' parallel fetches 
will result in individual fetchRequests to be bursts of size 20-40 MB. The 
configuration parameter, allows one have smaller sized fetchRequests while 
keeping the total maxSizeInFlight a constant. 
    
    This configuration is helpful when the reducer spends most of its time 
waiting for fetchRequests to return. In such cases, we would like to increase 
the maxBytesInFlight 


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