Add Preconditioning to MCLMC #646
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It is often useful to have preconditioning in MCLMC, so that the adaptation algorithm identifies the (approximate, diagonal) covariance of the distribution, and the integrator implicitly works in the mapped space with unit variance in all directions.
This PR adds that. The main change is a parameter
std_matto the esh momentum update.