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Tutorials

Model Basics

Model
Var
Dist

MCMC Setup

LieselMCMC
MCMCSpec
EngineBuilder
Engine
EpochConfig

MCMC Kernels

IWLSKernel
NUTSKernel
HMCKernel
RWKernel
MHKernel
MHProposal
- MHProposal.log_correction
- MHProposal.position
GibbsKernel
Kernel

MCMC Results & Summary

SamplingResults
Summary
SamplesSummary

Plots

plot_trace()
plot_cor()
plot_pairs()
plot_scatter()
plot_density()
plot_param()

Optimization

optim_flat()
Stopper
history_to_df()
OptimResult

Model (Advanced)

Calc
Node
Value
PIT()
TransientCalc
- TransientCalc.value
- TransientCalc.monitor
TransientDist
- TransientDist.value
- TransientDist.monitor
TransientIdentity
- TransientIdentity.monitor
TransientNode
InputGroup
- InputGroup.value
- InputGroup.monitor
GraphBuilder

Model Interfaces

LieselInterface
DictInterface
NamedTupleInterface

P-Splines

basis_matrix()
equidistant_knots()
pspline_penalty()
MultivariateNormalDegenerate

Experimental API

liesel.experimental
- liesel.experimental.arviz
  - to_arviz_inference_data()
- liesel.experimental.pymc
  - PyMCInterface

.rst

OptimResult.model_state

Contents

OptimResult.model_state

OptimResult.model_state#

OptimResult.model_state: Any#: Final model state after optimization.

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OptimResult

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OptimResult.position

Contents

OptimResult.model_state

By Hannes Riebl & Paul Wiemann

© Copyright 2022, Hannes Riebl & Paul Wiemann.