  We give a procedure for computing group-level $(\epsilon, \delta)$-DP
guarantees for DP-SGD, when using Poisson sampling or fixed batch size
sampling. Up to discretization errors in the implementation, the DP guarantees
computed by this procedure are tight (assuming we release every intermediate
iterate).
