sage-privacy

Privacy protection algorithms for SAGE, including differential privacy and machine unlearning.

PyPI Package: isage-privacy

Boundary

• Root package (sage_libs.sage_privacy) exposes only stable metadata and explicit registration API.
• Research implementations are accessed from subpackages:
  • sage_libs.sage_privacy.dp
  • sage_libs.sage_privacy.unlearning
• No root-level re-export of concrete research implementations.

Installation

pip install isage-privacy

Usage

from sage_libs.sage_privacy import register_to_sage
from sage_libs.sage_privacy.dp import GaussianMechanism
from sage_libs.sage_privacy.unlearning import GradientAscentUnlearner

register_to_sage()

mechanism = GaussianMechanism(epsilon=1.0)
unlearner = GradientAscentUnlearner()

License

MIT