Pyro

@PyroAi

Deep Universal Probabilistic Programming in PyTorch & JAX

pyro.ai Joined February 2021

61 Following 780 Followers 27 Posts

Latest posts 5

Pyro @PyroAi Jun 2, 2024

Pyro 1.9.1 is released with a Lévy Stable.log_prob(), a WeighedPredictive, PyroModuleList, bug fixes, and improved type hints. Thanks to @eteq, Dario Coscia, Martin Bubel, Ben Zickel, Kipper Fletez-Brant, and others! github.com/pyro-ppl/pyro/…

github.com Release 1.9.1 · pyro-ppl/pyro New Features Stable.log_prob() is now implemented and differentiable by BenZickel in #3369, #3370 Introducing pyro.infer.predictive.WeighedPredictive which reports weights along with predicted sam...

Pyro @PyroAi May 14, 2024

NumPyro 0.15.0 is released with new contrib modules, including Stochastic Support from @TimReichelt3, Hilbert Space Gaussian Processes Approximation from @juanitorduz, new distributions & enhancements from @tillahoffmann and others. Check the changelog at github.com/pyro-ppl/numpy…

github.com Release 0.15.0 · pyro-ppl/numpyro 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 releas...

Pyro @PyroAi Feb 19, 2024

Pyro 1.9 is released, adding type hints by @ordabayevy, a Zuko normalizing flows tutorial by @FrancoisRozet, a simple RandomWalkKernel, new tutorials, and many bug fixes. github.com/pyro-ppl/pyro/…

github.com Release 1.9.0 · pyro-ppl/pyro Breaking Changes Drop support for PyTorch 1 Drop support for Python 3.7 New features Type hints are now available in some parts of Pyro, thanks to @ordabayevy. Please let us know about any issue...

Pyro @PyroAi Oct 21, 2023

How do you use Pyro/NumPyro? Let us know at forum.pyro.ai/t/pyro-numpyro…

forum.pyro.ai Pyro/NumPyro Survey 2023 This poll will help us gather information about the different settings in which people are using Pyro PPL. All questions are multiple choice. If you wish to provide more context or more nuanced...

Pyro @PyroAi Aug 23, 2023

NumPyro 0.13.0 is released with several enhancements and bug fixes. Pytree Distribution has a new design that makes it work under jax.vmap, thanks to @PierreGlaser. github.com/pyro-ppl/numpy…

github.com Release 0.13.0 · pyro-ppl/numpyro Breaking changes Drops support for python 3.8 and requires jax version >= 0.4.14 New Features Distributions are now vmap-able (#1529) (a great contribution by @pierreglaser) Enhancements and B...