Github user srowen commented on the issue:

    https://github.com/apache/spark/pull/16038
  
    Yes, but the result is inherently dense -- not going to be many zeroes in 
the gradient if any. There's no way around that. The discussion has been about 
the initial value, the zero vector, right? That you agree is sparse. I don't 
see what the problem is then. A huge sparse 0 vector is _not_ huge when 
serialized.


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