Samplers ======== This submodule contains functions for MCMC and forward sampling. .. currentmodule:: pymc.sampling.forward .. autosummary:: :toctree: generated/ sample_prior_predictive sample_posterior_predictive draw .. currentmodule:: pymc.sampling.mcmc .. autosummary:: :toctree: generated/ sample init_nuts .. currentmodule:: pymc.sampling.jax .. autosummary:: :toctree: generated/ sample_blackjax_nuts sample_numpyro_nuts Step methods ************ HMC family ---------- .. currentmodule:: pymc.step_methods.hmc .. autosummary:: :toctree: generated/ NUTS HamiltonianMC Metropolis family ----------------- .. currentmodule:: pymc.step_methods .. autosummary:: :toctree: generated/ BinaryGibbsMetropolis BinaryMetropolis CategoricalGibbsMetropolis CauchyProposal DEMetropolis DEMetropolisZ LaplaceProposal Metropolis MultivariateNormalProposal NormalProposal PoissonProposal UniformProposal Other step methods ------------------ .. currentmodule:: pymc.step_methods .. autosummary:: :toctree: generated/ CompoundStep Slice