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…	1	7188	October 15, 2020
Problems sampling hierrarchical model with NUTS numpyro	0	3	April 24, 2026
Re-initializing vmap'ed SVI numpyro	1	11	April 22, 2026
Hiring — ML Scientist for large-scale probabilistic modeling in pediatric microbiome research Opportunity	0	33	April 1, 2026
Recover discrete latent states after enumerate, scan numpyro	9	183	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	10	March 18, 2026
ONNX Probabilistic Programming Working Group – Pyro / NumPyro Collaboration Opportunity	0	50	March 7, 2026
Parameter estimation of differential/difference equation Misc.	1	33	February 26, 2026
Scan with missing data: combining handlers.condition with handlers.mask numpyro	1	104	February 23, 2026
Regarding Numpyro- sample get stuck in same value for all the rows numpyro	0	25	February 18, 2026
Call for Contributors: Probabilistic Programming & Bayesian Inference in ONNX Misc.	2	65	February 7, 2026
Do Pyro's optimizers (such as pyro.optim.Adam) update standard PyTorch parameters?	0	13	February 3, 2026
Is Pyro still maintained or has everyone switched to Numpyro? Misc.	1	193	January 24, 2026
Detecting NaN During Adam Optimization numpyro	2	53	January 5, 2026
Trailing vs leading cluster dims numpyro	0	26	January 4, 2026
Implementation of modeling the data which has the property of group structure by pyro Misc.	0	25	December 25, 2025
Issue with WishartTril wrapper numpyro	2	49	December 16, 2025
Nuts Model works beautifully but SVI log-lik/obs is insane numpyro	1	95	December 13, 2025
How to make sure the distributions have same support? numpyro	2	60	December 10, 2025
Funded PhD Position: Computational Modeling of Media Consumption (Chicago) Opportunity	0	57	December 9, 2025
ONNX Support for Pyro and Numpyro Misc.	1	86	December 5, 2025
AIES does not mix chains when there are few walkers numpyro	3	78	November 28, 2025
How to properly serialize an AutoMultivariateNormal's state? numpyro	3	89	November 27, 2025
MCMC for BNN with big data? numpyro	3	114	November 27, 2025
Using Pyro for data assimilation in combustion numpyro	0	33	November 27, 2025
HSGP fails when hyperparameter are used numpyro	4	83	November 26, 2025
[BUG] Side effect when using jax.Array attributes with random_nnx_module() numpyro	1	52	November 26, 2025
One step ahead loglik with time varying parameters numpyro	1	55	November 26, 2025
Optimizer:Minimizer(BFGS) Not Working Properly as in Julia numpyro	1	67	November 26, 2025
Too much CPU utilization numpyro	1	63	November 26, 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…