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TuringLang

15 indexed repositories · View on GitHub

Turing.jl
Bayesian inference with probabilistic programming.

Julia · 2257 stars
AdvancedHMC.jl
Robust, modular and efficient implementation of advanced Hamiltonian Monte Carlo algorithms

Jupyter Notebook · 360 stars
DynamicPPL.jl
Implementation of domain-specific language (DSL) for dynamic probabilistic programming

Julia · 286 stars
Bijectors.jl
Implementation of normalising flows and constrained random variable transformations

Julia · 277 stars
docs
Documentation and tutorials for the Turing language

Markdown · 238 stars
AbstractMCMC.jl
Abstract types and interfaces for Markov chain Monte Carlo methods

Julia · 108 stars
AdvancedVI.jl
Implementation of variational Bayes inference algorithms

Julia · 107 stars
JuliaBUGS.jl
A domain specific language (DSL) for probabilistic graphical models

Julia · 76 stars
AbstractPPL.jl
Common types and interfaces for probabilistic programming

Julia · 28 stars
MCMCDiagnosticTools.jl
Functionality for diagnosing samples generated using Markov Chain Monte Carlo.

Julia · 22 stars
Libtask.jl
Resumable and copyable functions a.k.a. coroutines for Julia, with optional function-specific globals.

Julia · 22 stars
EllipticalSliceSampling.jl
Julia implementation of elliptical slice sampling.

Julia · 16 stars
SSMProblems.jl
State space programming

Julia · 11 stars
turinglang.github.io
website for Turing.jl

HTML · 7 stars
actions
GitHub actions for the TuringLang family

HTML · 1 star

Beginner friendly Everything

Open All

Support pointwise marginal log-densities Open

Difficulty 4/5 3-5 days Newbie friendliness 64/100

TuringLang/DynamicPPL.jl#1499 · Opened Sep 16, 2026
Mooncake extension silently loses gradients and rejects valid inputs Open

Difficulty 4/5 3-5 days Newbie friendliness 42/100

TuringLang/SSMProblems.jl#188 · Opened Sep 16, 2026
GeneralisedFilters: Stratified resampler is exported but has no CPU method Open

Difficulty 3/5 1-2 days Newbie friendliness 78/100

TuringLang/SSMProblems.jl#187 · 1 comment · Opened Sep 7, 2026
`rhat` data-independent for single-chain Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

TuringLang/MCMCDiagnosticTools.jl#172 · Opened Sep 7, 2026
Formalise the variational inference (VI) interface to support a broader range of VI methods Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

TuringLang/Turing.jl#2893 · Opened Sep 7, 2026
Pass stochastic-state schemas through the unified evaluation context Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

TuringLang/DynamicPPL.jl#1480 · Opened Sep 4, 2026
Improve Gibbs performance after #2863 Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 48/100

TuringLang/Turing.jl#2892 · Opened Sep 4, 2026
Run MCMC correctness tests before each release Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

TuringLang/Turing.jl#2884 · Opened Sep 3, 2026
compiler: replace Core.eval-generated model functions Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

TuringLang/JuliaBUGS.jl#530 · Opened Sep 2, 2026
Forbid adaptive Gibbs components until warmup is supported Open

enhancement: gibbs

Difficulty 4/5 3-5 days Newbie friendliness 55/100

TuringLang/Turing.jl#2874 · Opened Sep 2, 2026
Deprecate AdvancedVI or move it outside TuringLang Open

Difficulty 5/5 Over a week Newbie friendliness 30/100

TuringLang/AdvancedVI.jl#281 · 1 comment · Opened Sep 2, 2026
`find_good_stepsize` evaluates the previous step-size candidate Open

Difficulty 2/5 1-3 hours Newbie friendliness 86/100

TuringLang/AdvancedHMC.jl#523 · 1 comment · Opened Sep 1, 2026
Enforce `allow_varying_dimension` for all samplers Open

enhancement: interface

Difficulty 5/5 Over a week Newbie friendliness 38/100

TuringLang/Turing.jl#2869 · 1 comment · Opened Sep 1, 2026
Separate model-evaluation inputs from outputs Open

data-structures enhancement

Difficulty 5/5 Over a week Newbie friendliness 30/100

TuringLang/DynamicPPL.jl#1469 · Opened Aug 31, 2026
Replace `missing`-based latent selection with preallocation and conditioning Open

breaking-change missing-values modelling-syntax

Difficulty 5/5 Over a week Newbie friendliness 38/100

TuringLang/DynamicPPL.jl#1464 · 1 comment · 1 reaction · Opened Aug 29, 2026
Improve Codecov comments in PRs Open

enhancement good first issue

TuringLang/actions#38 · 1 assignee · Opened Aug 27, 2026
VarName types Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

TuringLang/Turing.jl#2856 · Opened Aug 20, 2026
Supporting ragged chains Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

TuringLang/MCMCDiagnosticTools.jl#170 · 2 reactions · Opened Aug 20, 2026
Updating model parameters in a Gibbs sampler with CSMC Open

TuringLang/SSMProblems.jl#186 · 1 comment · 1 assignee · Opened Aug 11, 2026
Feature request: officially supported way to run one chain of an ensemble in isolation, reproducing the combined run bit-for-bit Open

Difficulty 5/5 Over a week Newbie friendliness 38/100

TuringLang/AbstractMCMC.jl#216 · 2 comments · 1 reaction · Opened Aug 8, 2026
check_model=true (the default) silently consumes draws from the caller's RNG, breaking manual per-chain seed reproduction Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 64/100

TuringLang/DynamicPPL.jl#1466 · 1 comment · Opened Aug 8, 2026
Turing performance, debugging and benchmarks meta issue Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

TuringLang/docs#700 · Opened Jul 16, 2026
Update docs on tilde - what is a random variable and what is data Open

Difficulty 2/5 1-3 hours Newbie friendliness 64/100

TuringLang/docs#699 · Opened Jul 15, 2026
Reduce Turing.jl’s dependency footprint Open

Difficulty 5/5 Over a week Newbie friendliness 38/100

TuringLang/Turing.jl#2847 · 1 comment · Opened Jul 9, 2026
Issues found by claude Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

TuringLang/Libtask.jl#233 · Opened Jun 26, 2026
Docs on `subsample` for DynamicPPL models? Open

Difficulty 2/5 1-3 hours Newbie friendliness 52/100

TuringLang/AdvancedVI.jl#259 · 5 comments · Opened May 22, 2026
Design discussion: model-agnostic Gibbs combinator Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

TuringLang/AbstractMCMC.jl#205 · Opened May 21, 2026
Don't make new benchmark comments in PR Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 55/100

TuringLang/JuliaBUGS.jl#457 · Opened May 20, 2026
Full specification for `@model` syntax and associated model operations Open

documentation

Difficulty 5/5 Over a week Newbie friendliness 35/100

TuringLang/DynamicPPL.jl#1390 · 2 comments · Opened May 8, 2026
Remove MarginalLogDensitiesExt Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

TuringLang/DynamicPPL.jl#1388 · Opened May 7, 2026
Rename `OnlyAccsVarInfo` to `VarInfo` Open

data-structures

Difficulty 5/5 Over a week Newbie friendliness 35/100

TuringLang/DynamicPPL.jl#1376 · 1 comment · Opened Apr 29, 2026
`TypelessZero` convert ambiguity with ForwardDiff dual numbers Open

Difficulty 3/5 1-2 days Newbie friendliness 55/100

TuringLang/SSMProblems.jl#153 · Opened Apr 21, 2026
Naming Convention Consistency Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

TuringLang/SSMProblems.jl#150 · 1 comment · Opened Apr 21, 2026
`discretediag`'s signature should imo be restricted to Integer Open

Difficulty 2/5 1-3 hours Newbie friendliness 55/100

TuringLang/MCMCDiagnosticTools.jl#156 · 2 comments · Opened Apr 7, 2026
More customisable warmup schedules? Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

TuringLang/AbstractMCMC.jl#203 · Opened Apr 6, 2026
`rand(::MvLocationScale, sz...)` is inconsistent for `length(sz) > 1` Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

TuringLang/AdvancedVI.jl#245 · 3 comments · Opened Apr 2, 2026
`inverse` should be tested for vector bijectors Open

Difficulty 3/5 1-2 days Newbie friendliness 55/100

TuringLang/Bijectors.jl#454 · Opened Mar 30, 2026
`pointwise_logdensities`, `returned`, `logjoint`, etc. APIs are weird Open

good first issue interface-design

Difficulty 5/5 Over a week Newbie friendliness 35/100

TuringLang/DynamicPPL.jl#1332 · 3 comments · Opened Mar 22, 2026
Add all BUGSExamples to JuliaBUGS docs Open

documentation DoodleBUGS enhancement good first issue hacktoberfest help wanted

TuringLang/JuliaBUGS.jl#436 · 10 comments · 1 reaction · 1 assignee · Opened Mar 12, 2026
Update Callbacks docs and add examples of TensorBoard callbacks Open

TuringLang/docs#686 · 1 assignee · Opened Mar 10, 2026
try building with Julia 1.12 Open

TuringLang/docs#684 · 1 assignee · Opened Mar 6, 2026
Bijectors for mixture models do not really map to unconstrained space if components have disjoint support Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

TuringLang/Bijectors.jl#442 · Opened Feb 27, 2026
new bijector for JointOrderStatistics can be numerically unstable sometimes Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

TuringLang/Bijectors.jl#441 · 3 comments · Opened Feb 27, 2026
Creating empty templated VNTs Open

data-structures enhancement

Difficulty 4/5 3-5 days Newbie friendliness 45/100

TuringLang/DynamicPPL.jl#1283 · Opened Feb 23, 2026
Add parallelisation to particle refreshment Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 35/100

TuringLang/SSMProblems.jl#135 · 1 reaction · Opened Feb 17, 2026
VNT: Generalising PartialArrays Open

data-structures enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

TuringLang/DynamicPPL.jl#1263 · 4 comments · Opened Feb 6, 2026
Reconstructing Cholesky variables from their indices gives wrong result in VNT Open

data-structures enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

TuringLang/DynamicPPL.jl#1262 · Opened Feb 6, 2026
Turn 'core functionality' into a cheatsheet Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

TuringLang/docs#681 · 7 comments · Opened Feb 4, 2026
Weekly CI job to update Manifest and post a PR Open

Difficulty 4/5 3-5 days Newbie friendliness 42/100

TuringLang/docs#679 · 2 comments · Opened Feb 4, 2026
Make `unflatten!!` return an `AbstractInitStrategy` Open

Difficulty 5/5 Over a week Newbie friendliness 30/100

TuringLang/DynamicPPL.jl#1252 · 1 comment · Opened Feb 3, 2026

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