0.15.0

Breaking change: By default, Predictive will recompute the "deterministic" sites if they are provided by posterior_samples. This brings Predictive to the behavior before the 0.14.0 release. To avoid recomputing deterministic sites like in the 0.14.0 release, set Predictive(..., exclude_deterministic=False).

New modules

• Hilbert Space Gaussian Processes Approximation
• Stochastic Support

What's Changed

• Raise ValueError if deterministic site is exposed in sub-guide. by @tillahoffmann in #1757
• Add Initial SDVI Implementation by @treigerm in #1758
• Fix ruff not format the changes by @fehiepsi in #1761
• Add complex constraint and real Fourier transform. by @tillahoffmann in #1762
• Fix ruff not fixing linter errors by @ordabayevy in #1764
• Ruff format notebooks by @ordabayevy in #1765
• Add explicit reparametrizer. by @tillahoffmann in #1754
• Add a warning message when using prng_key outside of seed by @fehiepsi in #1760
• Add a note to seed handler to mention that its instances cannot be jitted directly by @fehiepsi in #1759
• fixed lint for #1760 by @OlaRonning in #1769
• Add RecursiveLinearTransform for linear state space models. by @tillahoffmann in #1766
• Fix math rendering in variationally inferred parameterization tutorial by @brendancooley in #1767
• Add ZeroSumNormal distribution by @kylejcaron in #1751
• Verify result of biject_to satisfies the constraint. by @tillahoffmann in #1770
• Remove the deprecated import jax.tree_map by @fehiepsi in #1775
• Fix ensemble mcmc multiple run by @amifalk in #1774
• Censoring example notebook by @juanitorduz in #1773
• Avoid unnecessary reshape for trivial expand by @fehiepsi in #1776
• Allow to use Delta on numpy arrays without moving them to jax devices by @fehiepsi in #1777
• Do not unflatten unevaluated lazy properties. by @tillahoffmann in #1778
• Move nested sampling docs to contrib by @fehiepsi in #1782
• Fix image sizes censoring notebook by @juanitorduz in #1783
• Relax check of positive definite constraint. by @tillahoffmann in #1784
• Add entropy implementations. by @tillahoffmann in #1787
• sample from distribution without storing by @amifalk in #1790
• Predictive fix when deterministic sites are present by @kylejcaron in #1789
• fix singleton plate bug by @amifalk in #1792
• add constraints.greater_than_eq, constraints.positive_semidefinite, constraints.nonnegative by @amifalk in #1793
• Tutorial Lotka Volterra multiple by @A2P2 in #1701
• Different supports in component distributions for mixture models by @Qazalbash in #1791
• Add a note that Trace_EnumELBO does not work with AutoContinuous by @fehiepsi in #1796
• Updat .pre-commit hook version by @juanitorduz in #1795
• Add Wishart distribution. by @tillahoffmann in #1779
• Add HSGP contribution module by @juanitorduz in #1794
• Bump to 0.15.0 by @fehiepsi in #1797

New Contributors

• @brendancooley made their first contribution in #1767
• @kylejcaron made their first contribution in #1751
• @A2P2 made their first contribution in #1701
• @Qazalbash made their first contribution in #1791

Full Changelog: 0.14.0...0.15.0