| # Copyright 2022 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. |
| """Parameters for coreset generation.""" |
| |
| import dataclasses |
| import typing |
| |
| from clustering import clustering_params |
| from clustering import privacy_calculator |
| |
| |
| @dataclasses.dataclass |
| class CoresetParam(): |
| """Parameters that determine the clustering algorithm. |
| |
| Attributes: |
| pcalc: Privacy calculator. |
| tree_param: Parameters for constructing LSH tree. |
| short_description: Text description for clustering parameters. |
| radius: Bound on the distance of each point from the origin in datapoints. |
| """ |
| pcalc: privacy_calculator.PrivacyCalculator |
| tree_param: clustering_params.TreeParam |
| short_description: typing.Optional[str] |
| radius: float |