You will MCMC sample from the model. Check out the appendix of:

Rezende, Danilo Jimenez, Shakir Mohamed, and Daan Wierstra. "Stochastic
backpropagation and approximate inference in deep generative models." International conference on machine learning. PMLR, 2014.