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This refactors the post-MCMC part of
pm.sampleinto a function which simplifies testing and future refactoring.In
test_mcmc.pyI consolidated the test cases, mostly by usingpm.Metropolisand avoiding to re-run MCMCs just to test different flavors ofdiscard_tuned_samples,return_inferencedataand so on.Locally this reduced the
test_mcmc.pyruntime by ~200 seconds.Maintenance
pm.samplewere extracted into a function.