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	7075	October 15, 2020
MCMC for BNN with big data? numpyro	2	25	November 27, 2025
Using Pyro for data assimilation in combustion numpyro	0	2	November 27, 2025
How to properly serialize an AutoMultivariateNormal's state? numpyro	2	21	November 26, 2025
HSGP fails when hyperparameter are used numpyro	4	23	November 26, 2025
Recover discrete latent states after enumerate, scan numpyro	2	23	November 26, 2025
[BUG] Side effect when using jax.Array attributes with random_nnx_module() numpyro	1	16	November 26, 2025
One step ahead loglik with time varying parameters numpyro	1	19	November 26, 2025
Optimizer:Minimizer(BFGS) Not Working Properly as in Julia numpyro	1	29	November 26, 2025
Too much CPU utilization numpyro	1	32	November 26, 2025
Custom Callback in MCMC NUTS for Log Prior / Log Likelihood numpyro	1	45	November 26, 2025
Reparam vs reinforce Tutorials	2	51	November 26, 2025
AIES does not mix chains when there are few walkers numpyro	2	15	November 25, 2025
Feature?: Render model with random param init numpyro	1	56	October 4, 2025
Parallel Predictive with new-style prng keys numpyro	3	68	October 4, 2025
How to get Validation Loss in SVI numpyro	3	1125	October 4, 2025
Sequential learning in NumPyro with NUTS numpyro	1	60	October 4, 2025
MCMC with NUTS getting super slow with upgrading to Python 3.12 numpyro	8	155	September 17, 2025
How to run more chains than number of devices in parallel? numpyro	1	97	September 15, 2025
PyData Berlin 2025: Intro SVI with NumPyro numpyro	0	92	September 3, 2025
Latent Discrete variable in hierarchical logistic regression numpyro	5	79	August 27, 2025
Alternate form of the ELBO allows easier batching, I think? numpyro	5	57	August 19, 2025
SVI, autoguides, subsampling and initial values numpyro	2	56	August 18, 2025
Error with nested plates + vectorized distribution sampling numpyro	2	33	August 15, 2025
Gaussian Process Mixture of Experts Misc.	3	449	August 14, 2025
Scan with missing data: combining handlers.condition with handlers.mask numpyro	0	44	August 7, 2025
Site name clash for model with multiple HSGPs + Tracer leaks with discrete latents numpyro	5	68	August 5, 2025
How to correctly decompose ELBO in SVI? KL term seems unstable during training	0	29	August 5, 2025
Broadcasting shape error in NumPyro during posterior predictive sampling for hierarchical NB model numpyro	0	35	July 25, 2025
Conditional normalizing flows	3	114	July 22, 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…