SAP Security Research sample code to reproduce the research results in an upcoming extension of the paper "Monte Carlo and Reconstruction Membership Inference Attacks against Generative Models". Code contains a framework for performing and evaluating a membership inference attacks against differentially private Variational Autoencoders.