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	7106	October 15, 2020
Detecting NaN During Adam Optimization numpyro	2	16	January 5, 2026
Trailing vs leading cluster dims numpyro	0	6	January 4, 2026
Recover discrete latent states after enumerate, scan numpyro	8	90	December 25, 2025
Implementation of modeling the data which has the property of group structure by pyro Misc.	0	12	December 25, 2025
Issue with WishartTril wrapper numpyro	2	24	December 16, 2025
Nuts Model works beautifully but SVI log-lik/obs is insane numpyro	1	58	December 13, 2025
How to make sure the distributions have same support? numpyro	2	36	December 10, 2025
Funded PhD Position: Computational Modeling of Media Consumption (Chicago) Opportunity	0	30	December 9, 2025
ONNX Support for Pyro and Numpyro Misc.	1	59	December 5, 2025
AIES does not mix chains when there are few walkers numpyro	3	47	November 28, 2025
How to properly serialize an AutoMultivariateNormal's state? numpyro	3	53	November 27, 2025
MCMC for BNN with big data? numpyro	3	60	November 27, 2025
Using Pyro for data assimilation in combustion numpyro	0	20	November 27, 2025
HSGP fails when hyperparameter are used numpyro	4	48	November 26, 2025
[BUG] Side effect when using jax.Array attributes with random_nnx_module() numpyro	1	37	November 26, 2025
One step ahead loglik with time varying parameters numpyro	1	41	November 26, 2025
Optimizer:Minimizer(BFGS) Not Working Properly as in Julia numpyro	1	50	November 26, 2025
Too much CPU utilization numpyro	1	45	November 26, 2025
Custom Callback in MCMC NUTS for Log Prior / Log Likelihood numpyro	1	60	November 26, 2025
Reparam vs reinforce Tutorials	2	69	November 26, 2025
Feature?: Render model with random param init numpyro	1	69	October 4, 2025
Parallel Predictive with new-style prng keys numpyro	3	89	October 4, 2025
How to get Validation Loss in SVI numpyro	3	1143	October 4, 2025
Sequential learning in NumPyro with NUTS numpyro	1	81	October 4, 2025
MCMC with NUTS getting super slow with upgrading to Python 3.12 numpyro	8	193	September 17, 2025
How to run more chains than number of devices in parallel? numpyro	1	113	September 15, 2025
PyData Berlin 2025: Intro SVI with NumPyro numpyro	0	103	September 3, 2025
Latent Discrete variable in hierarchical logistic regression numpyro	5	108	August 27, 2025
Alternate form of the ELBO allows easier batching, I think? numpyro	5	84	August 19, 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…