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	6997	October 15, 2020
Reparam vs reinforce Tutorials	1	14	September 17, 2025
MCMC with NUTS getting super slow with upgrading to Python 3.12 numpyro	8	49	September 17, 2025
How to run more chains than number of devices in parallel? numpyro	1	16	September 15, 2025
Custom Callback in MCMC NUTS for Log Prior / Log Likelihood numpyro	0	11	September 13, 2025
PyData Berlin 2025: Intro SVI with NumPyro numpyro	0	41	September 3, 2025
Latent Discrete variable in hierarchical logistic regression numpyro	5	47	August 27, 2025
Alternate form of the ELBO allows easier batching, I think? numpyro	5	38	August 19, 2025
SVI, autoguides, subsampling and initial values numpyro	2	38	August 18, 2025
Error with nested plates + vectorized distribution sampling numpyro	2	23	August 15, 2025
Gaussian Process Mixture of Experts Misc.	3	417	August 14, 2025
Scan with missing data: combining handlers.condition with handlers.mask numpyro	0	27	August 7, 2025
Site name clash for model with multiple HSGPs + Tracer leaks with discrete latents numpyro	5	54	August 5, 2025
How to correctly decompose ELBO in SVI? KL term seems unstable during training	0	18	August 5, 2025
Broadcasting shape error in NumPyro during posterior predictive sampling for hierarchical NB model numpyro	0	22	July 25, 2025
Conditional normalizing flows	3	75	July 22, 2025
"it is always safe to assume dependence" - to_event vs plate Misc.	22	131	July 16, 2025
Question about `set_host_device_count` in Numpyro? numpyro	1	66	July 15, 2025
How to apply a NumPyro transform to selected elements of a vector parameter? numpyro	3	39	July 13, 2025
The Los Angeles Dodgers are hiring Opportunity	0	66	July 8, 2025
Proper way of defining the support for a TransformedDistribution	2	32	July 4, 2025
Numpyro producing the exact same value for parameters for every sample	5	50	July 4, 2025
Convergence check of MCMC without recompiling	14	82	July 3, 2025
Distribute Parameters across GPU numpyro	1	47	July 3, 2025
Please help me set up new priors for SVI on a sum of decaying sine waves Misc.	5	21	July 2, 2025
Jit subfunctions of a model? numpyro	2	56	June 22, 2025
How to recover original variables after a reparameterization? Misc.	0	24	June 18, 2025
`"obs"` reserved sample site name for diagnostics? numpyro	2	32	June 17, 2025
Poutine.scale question when have both global and local variables	8	53	June 13, 2025
Mini-batching a particular (many-image) problem structure? numpyro	13	70	June 8, 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…