parallel

Contents

parallel#

This subpackage implements the Kalman filter and RTS smoother for an augmented state space model in its parallel form, which includes an integral state as a ParallelIntegratedStateSpaceSolver. This is intended to be used with smolgp.kernels.integrated state space models to properly account for integrated (e.g. exposure-averaged) measurements.

The parallel method is described in Section 3.2.4 of Rubenzahl and Hattori et al. (2026),

See Parallelized GP solvers on GPU for a tutorial on using the parallel solvers.

Submodules#