Turing Libraries

This page lists all the packages that are part of the The Turing Organisation, and provides links to their respective API documentation pages and GitHub repositories.

If you are looking for tutorials and usage guides, please visit this page.

Turing.jl itself

Package API GitHub Description
Turing API GitHub The main entry point to the Turing ecosystem
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Modelling Languages

Package API GitHub Description
DynamicPPL API GitHub Domain-specific language and backend for probabilistic programming; contains the core functionality of Turing.jl
JuliaBUGS API GitHub A graph-based probabilistic programming language
TuringGLM API GitHub Bayesian generalised linear models used for returning an instantiated Turing model using the formula syntax
AbstractPPL API GitHub An abstract interface for probabilistic programming languages
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Markov Chain Monte Carlo (MCMC)

Package API GitHub Description
AbstractMCMC API GitHub Abstract types and interfaces for Markov chain Monte Carlo methods, featuring progress bars, parallel sampling, and user-defined callbacks
AdvancedHMC API GitHub A robust, modular, and efficient implementation of advanced Hamiltonian Monte Carlo algorithms
AdvancedMH API GitHub Random walk and adaptive Metropolis–Hastings algorithms
AdvancedPS API GitHub Lightweight implementation of particle-based Monte Carlo algorithms
SliceSampling API GitHub Univariate and multivariate slice sampling algorithms
EllipticalSliceSampling API GitHub Elliptical slice sampling for inference in models with multivariate Gaussian priors
NestedSamplers API GitHub Single- and multi-ellipsoidal nested sampling algorithms
ThermodynamicIntegration API GitHub Computing Bayesian evidence using thermodynamic integration
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Variational Inference

Package API GitHub Description
AdvancedVI API GitHub Variational inference algorithms for Bayesian models
NormalizingFlows API GitHub Variational inference and normalizing flows for Bayesian computation
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Utilities

Package API GitHub Description
TuringCallbacks API GitHub Convenient callbacks for sampling in Turing.jl
TuringBenchmarkingDeprecated API GitHub Tools to benchmark and check Turing models
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Diagnostics

Package API GitHub Description
MCMCChains API GitHub Implementation of the Chains type returned by Turing sampling, with functions for diagnostics and visualisations
MCMCDiagnosticTools API GitHub Extra functionality for diagnosing samples generated with MCMC methods
ParetoSmooth API GitHub Leave-one-out cross-validation for fitted Bayesian models using Pareto smoothed importance sampling
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Distributions

Package API GitHub Description
Bijectors API GitHub Transformations for distributions
DistributionsAD API GitHub Automatic differentiation for calculating the log probability densities of distributions
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Infrastructure

Package API GitHub Description
turinglang.github.io — GitHub The code for this website itself
docs — GitHub The tutorials and usage guides; any page whose URL begins with https://turinglang.org/docs is built here
actions — GitHub Shared GitHub Actions for the TuringLang organisation
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Gaussian Processes

The following packages come under the umbrella of the JuliaGaussianProcesses organisation.

Package API GitHub Description
AbstractGPs API GitHub Low-level API and basic functionality for working with Gaussian processes
KernelFunctions API GitHub Kernel functions for machine learning
ApproximateGPs API GitHub Approximate inference algorithms for Gaussian process models
GPLikelihoods API GitHub Likelihoods used as building blocks in non-Gaussian problems
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