@paul That looks like a bug. It tries to restore Adam optimizer parameters, which are stored under a unique inference name ( optimizer_274937448). However, this unique name is different the next time the script is run. Issue raised at https://github.com/blei-lab/edward/issues/696.
@rpmason I personally don’t have much experience with saving/restoring the graph itself. This is certainly worth more investigation.