Github user AnthonyTruchet commented on the issue:

    https://github.com/apache/spark/pull/16038
  
    THe big doubt I have is on *Of course, the first call to axpy should 
produce a dense vector, but, that's already on the executor*: the other operand 
is Sparse and has to be sparse, and this axpy call between to sparse vectors 
has to return a sparse vector. And we do not want to cast at the end because 
the performance penalties of using sparse instead of dense will already have 
been paid.
    
    Fully exploring the trade-off between sparse and  dense aggregation os 
ot-of-scope and likely very application specific.  I'll have a new look at the 
problem trying to manage a work around along the line of Sparse vectors, but 
this will not solve the typing issue as far as i can see for now. 


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