FEAT: Expose SeededLaplaceMechanism for deterministic RNG
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评估
调研方向
Start by tracing how LaplaceMechanism is currently exposed in the Python library and identify the corresponding public API and tests. Make SeededLaplaceMechanism available through the same API, then verify that deterministic seeded results are covered by tests.
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描述
Feature Description
For research and CI/CD testing purposes, full transparency or determinism w.r.t. random state is often desirable. differential-privacy makes a SeededLaplaceMechanism available for this purpose, but it looks like we only make LaplaceMechanism available in this library.
Is your feature request related to a problem?
Two issues:
- Replication of academic research that relies on exact reproduction of sample data
- CI/CD testing workflows where deterministic results for some test cases may be desirable
What alternatives have you considered?
Alternatives rely on asymptotic results and thresholds that may be arbitrary or result in false negative test results, especially on small sample sizes or for some metrics.
- 主要语言
- Python
- 星标
- 550
- 派生
- 143
- PR 合并指标
- 30 天内没有已合并 PR
环境准备
从这里开始
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- 在 Issue 下留言说明你要接手 —— 这能避免两个人做同样的事。
- Fork 仓库，在一个分支上完成修改。
- 提交 Pull Request，并在描述里引用这个 Issue 编号。
OpenMined/PyDP 的其他 Issue
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Type: New Feature :heavy_plus_sign:
难度 4/5 3-5 天 新手友好度 45/100
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Type: Question :grey_question:
难度 3/5 1-2 天 新手友好度 25/100
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Type: Question :grey_question:
难度 4/5 3-5 天 新手友好度 32/100
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Type: Improvement :chart_with_upwards_trend:
难度 3/5 1-2 天 新手友好度 35/100
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Status: Blocked :heavy_multiplication_x: Type: New Feature :heavy_plus_sign:
难度 4/5 3-5 天 新手友好度 35/100
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