Class Inheritance Diagrams

The diagrams below highlight the essential inheritance relationships in QUiNN — groups where classes form multi-level hierarchies.

UQ Solvers

QUiNNBase is the root. NN_Ens adds a second level from which NN_SWAG, NN_Laplace, and NN_RMS derive.

Neural-Network Architectures

MLPBase (a torch.nn.Module) is extended by MLP, RNet, and SNet.

MCMC Samplers

MCMCBase is the common ancestor of the three samplers.

Random Variables

RV (a torch.nn.Module) is specialised into MVN, Gaussian_1d, and GMM2_1d.

Input/Output Maps

XMap branches into LinearScaler (with children Standardizer, Normalizer, Domainizer) and several other leaf maps.