Advanced

Interfaces and utilities for extending Goose kernels, adaptation, and transitions.

• Overview

mh_step	Decides if an MCMC proposal is accepted in a Metropolis-Hastings step.
da	Dual averaging.
mm	Inverse mass matrix tuner.
EpochConfig	Defines an Epoch in an MCMC algorithm.
EpochState	EpochState describes the state in the current epoch.
EpochType	Indicates which MCMC phase the epoch is part of.
KernelState
ModelState
Kernel	Protocol for a transition kernel.
TransitionInfo	Holds information about MCMC transitions.
TuningInfo	Holds information about sampler tuning.
DefaultTransitionInfo	A default template for a transition information object.
DefaultTuningInfo	A default template for a tuning information object.
TransitionMixin	An abstract mixin defining two transition methods with and without adaptation.
TransitionOutcome	A dataclass for the return value of the kernel method Kernel.transition.
TuningOutcome	A dataclass for the return value of the kernel method Kernel.tune.
WarmupOutcome	A dataclass for the return value of the kernel method Kernel.end_warmup.
ModelMixin	A mixin facilitating the interaction with the model interface.