Github user mridulm commented on the issue:

    https://github.com/apache/spark/pull/15713
  
    +CC @rxin who can elaborate better.
    The reason iirc why the first two variables are inline is to do with usual 
low cardinality of the buffer - it effectively comes for "free" due to padding 
overheads of an object : lowering number of objects created and so gc impact.
    
    For specific workloads, ofcourse this might not be the case.
    
    Having said that, this was done in 1.0-1.1 timeframe, and perhaps not 
applicable anymore ?
    A more direct optimization could be to have specialized versions of the 
class for the primitive types (or rely on something like trove or apache 
collections). We used to do that for some pretty remarkable when working with 
primitives - for both AppendOnlyMap and CompactBuffer


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