| // |
| // Copyright 2021 Google LLC |
| // |
| // Licensed under the Apache License, Version 2.0 (the "License"); |
| // you may not use this file except in compliance with the License. |
| // You may obtain a copy of the License at |
| // |
| // http://www.apache.org/licenses/LICENSE-2.0 |
| // |
| // Unless required by applicable law or agreed to in writing, software |
| // distributed under the License is distributed on an "AS IS" BASIS, |
| // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| // See the License for the specific language governing permissions and |
| // limitations under the License. |
| // |
| |
| // Serialization of privacy loss distributions. |
| |
| syntax = "proto2"; |
| |
| package differential_privacy.accounting.serialization; |
| |
| // An "unpacked" representation of a probability distribution over real numbers. |
| // values[i] = p means that the probability mass at (min_key + i) * |
| // discretization_interval is equal to p. The probability mass at infinity is |
| // infinity_mass. |
| message ProbabilityMassFunction { |
| optional int32 min_key = 1; |
| repeated double values = 2; |
| optional double infinity_mass = 3; |
| optional double discretization_interval = 4 [default = 1e-4]; |
| } |
| |
| message PrivacyLossDistribution { |
| // Assumed to be a pessimistic estimate of the privacy loss distribution. |
| optional ProbabilityMassFunction pessimistic_pmf = 1; |
| } |