The Population Monte-Carlo (PMC) sampling code pmclib performs fast end efficient parallel iterative importance sampling to compute integrals over the posterior including the Bayesian evidence.
https://ui.adsabs.harvard.edu/abs/2009PhRvD..80b3507W