Sorry to axe - I'm sure I should know, but what is GPU?
OK - sorry, I googled it, I guess it is Graphics Processing Unit.I suppose what you are axing is for a quadratic programming solver that will directly take GPU output.
I don't understand why it would be sparse, but that's OK.