API Reference

The library provides three main modules:

• riskcal.analysis - Computing privacy risk measures from different privacy representations

• riskcal.calibration - Calibrating noise parameters to achieve target risk guarantees

• riskcal.accountants - Privacy accountants which support risk measurement in their API

Reference:

Modules

• riskcal.analysis
  • PLD (Privacy Loss Distribution)
  • GDP (Gaussian Differential Privacy)
  • ADP (Approximate Differential Privacy)
  • RDP (Renyi Differential Privacy)
  • zCDP (Zero-Concentrated Differential Privacy)
  • Internal utilities
• riskcal.calibration
  • Core calibration interface
  • DP-SGD calibration
  • Blackbox calibration
• riskcal.accountants
  • CTDAccountant