| # 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. |
| """Objects used for storing intermediate private results.""" |
| |
| import dataclasses |
| import numpy as np |
| |
| from clustering import clustering_params |
| |
| |
| @dataclasses.dataclass |
| class PrivateWeightedData(): |
| """Differentially private weighted dataset. |
| |
| Attributes: |
| datapoints: Datapoints where each row is a datapoint. |
| weights: Weights for each datapoint. |
| """ |
| datapoints: clustering_params.Points |
| weights: np.ndarray |