Deterministic Gaussian Sampling – Python API

Overview

The Python API provides high-level access to the optimized C++ backend for deterministic Gaussian sampling.

The package supports:

• Dirac-to-Dirac reduction
• Gaussian-to-Dirac approximation
• Distance evaluation
• Analytical gradient computation

All computationally expensive operations are executed in C++. The Python layer provides:

• NumPy integration
• Automatic input validation
• Optional weight handling
• Simple object-oriented interface

Main Classes

• DiracToDiracApproximation
• GaussianToDiracApproximation