Simple BNN NUTS sampling - numpyro - Pyro Discussion Forum
Oct 24, 2023 · Hello community, I am new to Bayesian models and to pyro (and numpyro). I am trying to use a small Bayesian Network on simple synthetic data, with no success so far. I am trying to …
Gaussian mixture model in latent space of VAE - forum.pyro.ai
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 …
Multilevel modeling with out-of-sample prediction - numpyro - Pyro ...
Feb 20, 2025 · Hi, I’m following the turorial on hierarchical_linear_regression and trying to apply a multilevel model to new, unseen data. The basic idea I want to implement is similar to this out-of …
Variational Inference for Dirichlet process clustering - Pyro ...
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 …
Save MCMC results - Misc. - Pyro Discussion Forum
Sep 30, 2018 · Hi - I’m contributing to a library for bayesian analysis and visualization (arviz), and we are trying to add a function to convert Pyro objects into data that can be used there. As part of that, I am …
Pyro Discussion Forum
Sep 15, 2025 · Forum For Pyro Developers
Pyro Gaussian Process Output gradient is very noisy
May 26, 2023 · I was running a GP regression on my data using a RBF kernel: pyro.clear_param_store () #convert RSL data into tonsors X = torch.tensor (NJ_rsl_age).flatten () #standardise age y = …
Understanding when to use to_event () in VAE ... - Pyro Discussion Forum
Nov 18, 2020 · I’m going through the Pyro VAE tutorial here (pyro/vae.py at dev · pyro-ppl/pyro · GitHub) but I am struggling to understand how and when to use to_event (). Here’s a bit of code that I am …
Advice on ELBO Loss Not Converging / Model Setup - Misc. - Pyro ...
Jan 2, 2023 · The linear regression model below is currently not converging based on ELBO Loss. I’m using simulated data to test the model, and I’m not sure if the model is appropriately setup. About the …
Understanding how to use to_event in model - Pyro Discussion Forum
Nov 13, 2023 · Hello devs. I have a multivariate response model. I’m trying to model the responses independently. Here, response_arr is of size (100, 6) where I have 6 responses for each of the 100 …