We cut a corner earlier and removed all other preconditioning options in favor of the scikit-sparse Cholesky, which is supposed to be an optional package. We need to put in the same functionality with the SciPy dense cholesky routines (which we had at one point), and make this the default if scikit-sparse is not present.