Pyro Discussion Forum

Topic	Replies	Views	Activity
The Future of Pyro Announcements The Future of Pyro It’s been almost three years since we released the alpha version of Pyro in November 2017. And what a ride it’s been! We’ve been thrilled to see our user and contributor base continue to grow, with di…	0	7336	October 15, 2020
MVG Guide with a sparse precision matrix	6	355	October 22, 2026
Released gabp-sparse-inv 0.4.1 - differentiable selected inversion in PyTorch Misc.	0	18	October 19, 2026
Understanding how Linear Dynamical Model works in numpyro numpyro	7	356	October 2, 2026
Modelling with Physical Units Misc.	0	37	October 1, 2026
NumPyro Forecast numpyro	3	188	September 30, 2026
Ordinal Regression Prior numpyro	0	47	August 30, 2026
Direct MAP estimate via MCMC Misc.	0	78	August 12, 2026
Indepent parallel NUTS with vmap/pmap numpyro	0	92	August 3, 2026
TraceMeanField_ELBO class behaviour with scaling prior distribution numpyro	0	65	August 2, 2026
Enumeration and conditionally independent observations numpyro	1	99	July 28, 2026
Vmap, Scan, and numpyro.sample	8	697	July 28, 2026
Distribution with pytree-valued samples numpyro	1	104	May 26, 2026
JAX / Scientific Computing Engineer Job/Freelance ( Remote ) Opportunity	0	124	May 8, 2026
Problems sampling hierrarchical model with NUTS numpyro	1	141	April 28, 2026
Still getting 50% divergences after affine/linear reparametrization numpyro	1	151	April 28, 2026
Re-initializing vmap'ed SVI numpyro	1	92	April 22, 2026
Hiring — ML Scientist for large-scale probabilistic modeling in pediatric microbiome research Opportunity	0	109	April 1, 2026
Recover discrete latent states after enumerate, scan numpyro	9	335	March 19, 2026
Why does a Cholesky-based reparameterization in a multidimensional IRT model converge for small N but fail for large N in NumPyro? numpyro	0	65	March 18, 2026
ONNX Probabilistic Programming Working Group – Pyro / NumPyro Collaboration Opportunity	0	131	March 7, 2026
Parameter estimation of differential/difference equation Misc.	1	109	February 26, 2026
Scan with missing data: combining handlers.condition with handlers.mask numpyro	1	163	February 23, 2026
Regarding Numpyro- sample get stuck in same value for all the rows numpyro	0	75	February 18, 2026
Call for Contributors: Probabilistic Programming & Bayesian Inference in ONNX Misc.	2	190	February 7, 2026
Do Pyro's optimizers (such as pyro.optim.Adam) update standard PyTorch parameters?	0	70	February 3, 2026
Is Pyro still maintained or has everyone switched to Numpyro? Misc.	1	403	January 24, 2026
Detecting NaN During Adam Optimization numpyro	2	123	January 5, 2026
Trailing vs leading cluster dims numpyro	0	74	January 4, 2026
Implementation of modeling the data which has the property of group structure by pyro Misc.	0	71	December 25, 2025

The Future of Pyro

The Future of Pyro It’s been almost three years since we released the alpha version of Pyro in November 2017. And what a ride it’s been! We’ve been thrilled to see our user and contributor base continue to grow, with di…