Dec 17, 2023 · I was curious if pyro would easily enable putting a Gaussian mixture model (GMM) as the prior on the latent space of a VAE. I took the VAE tutorial code and changed the model to the …

Oct 4, 2025 · Forum For Pyro Developers

Jan 31, 2018 · Hi there! This is my first time using Pyro so I am very excited to see what I can built with it.🙂 Specifically, I am trying to do finite Dirichlet Process clustering with Variational Inference. I want to …

May 3, 2023 · Dear All, I know this must be a stupid bug, but I cannot find what triggers this issue. I have a Planck black body radiation model that should be relatively straightforward to sample. import …

May 15, 2024 · I am using pyro.optim.ClippedAdam and have tried clip_norm = 0.00001, 1.0, 10 and a bunch of values in between, but the gradients are always regardless and don’t appear to change …

Jun 3, 2019 · Forum For Pyro Developers

Nov 17, 2018 · A Pyro program shares batch dimensions (-1, -2) across the whole program (across different sample statements). Variables assigned to different dimensions (ie -1 and -2 are considered …

Feb 19, 2024 · Hi @mathlad, this is a great question. Running predictive will give you a collection of samples (x^*,\theta) (conditioned on the data). Dropping those \theta will give you samples for x^* …

Aug 16, 2018 · If I just use pyro.optim.Adam, svi.step works fine. I assume the “metrics” that are missing are what the scheduler uses to determine when to reduce the LR (because scheduler doesn’t have a …

Jan 22, 2020 · Hi, I am New to Pyro and Probabilistic Programming Languages. I would like to know what kinds of distributions can Pyro represents. Of course, Pyro can represent the standard …