Google I/O is a wrap! Catch up on TensorFlow sessions View sessions

tf_privacy.compute_rdp_tree_restart

Computes RDP of the Tree Aggregation Protocol for Gaussian Mechanism.

This function implements the accounting when the tree is restarted at every epoch. See appendix D of "Practical and Private (Deep) Learning without Sampling or Shuffling" https://arxiv.org/abs/2103.00039

noise_multiplier A non-negative float representing the ratio of the standard deviation of the Gaussian noise to the l2-sensitivity of a single contribution (a leaf node), which is usually set in TreeCumulativeSumQuery and TreeResidualSumQuery from dp_query.tree_aggregation_query.
steps_list A scalar or a list of non-negative intergers representing the number of steps per epoch (between two restarts).
orders An array (or a scalar) of RDP orders.

The RDPs at all orders. Can be np.inf.