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Take a look at the PETSc library, which has a python interface. That allows you to use MPI parallelism which scales up arbitrarily. It has several variants of the bicgstab method, and probably 100 times more preconditioners than scipy. Speaking of which, what preconditioner are you using? That is very important in determinging ...

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