to quantify how good about a sample is there's a really good paper called a note on the evaluation of generative models the walks through a lot of corner cases to clearly explain all the problems with the different metrics that we have available for today and then for genitive adverse so networks these problems are compounded by the fact that it's actually pretty hard to estimate the likelihood there is a paper based on estimating the likelihood in submission to I clear though so that problem might be cleared up