Pyro Discussion Forum
Jul 13, 2025 · Forum For Pyro Developers
Batch processing numpyro models using Ray - forum.pyro.ai
Mar 14, 2025 · Hello again, Related post: Batch processing Pyro models so cc: @fonnesbeck as I think he’ll be interested in batch processing Bayesian models anyway. I want to run lots of …
Help post，shape problem - Pyro Discussion Forum
Apr 25, 2025 · with pyro.plate("data", x.size(0)): pyro.sample("obs", dist.Normal(mu, sigma), obs=y.squeeze(-1),infer={"scale": annealing_factor}) #obs，真实数据+噪声
numpyro - Pyro Discussion Forum
Jun 3, 2019 · Forum For Pyro Developers
Reducing MCMC memory usage - numpyro - Pyro Discussion Forum
Oct 15, 2023 · I am running NUTS/MCMC (on multiple CPU cores) for a quite large dataset (400k samples) for 4 chains x 2000 steps. mcmc.run actually ran until the end, but then died with an …
Model and guide shapes disagree at site - Pyro Discussion Forum
May 1, 2019 · Model and guide shapes disagree at site ‘z_2’: torch.Size ( [2, 2]) vs torch.Size ( [2]) Anyone has the clue, why the shapes disagree at some point? Here is the z_t sample site …
Implementation & normalizing flow in matrix normal distribution
Nov 1, 2024 · Hi, I’m working on a model where the likelihood follows a matrix normal distribution, X ~ MN_{n,p} (M, U, V). I’m using conjugate priors: M ~ MN U ~ Inverse Wishart V ~ Inverse …
Customize gaussian process classification link function - Misc.
Jul 5, 2021 · Hi All, I am new to pyro and I am trying to use pyro for gpc. I’d like to use some customized link functions e.g. cloglog or GEV link but I didn’t find out how to do it from those …
Extra sampling site in manual guide compared to model
Mar 12, 2025 · Hi, I’m trying to write a manual guide for a model. I have a 2D array of parameters that I’ve defined like this: def model (D, E): with numpyro.plate ("x1", D): with numpyro.plate …
AutoMultivariateNormal guide and funsor - numpyro - Pyro …
Jan 16, 2025 · Hi there, I’m trying to use an AutoMultivariateNormal guide for and SVI fit of a model with discrete latent variables in numpyro. AutoNormal works fine, but when I use …