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Linear Solvers (for large sparse systems) #648

@pcarruscag

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@pcarruscag

The discussion in #643 revealed that this (the performance of the linear solvers) is a concern for a lot of us.
I am opening this issue so we can discuss each issue separately, I will quote relevant comments from #643 below.

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