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 …
Pyro Discussion Forum
Aug 27, 2025 · Forum For Pyro Developers
Resources to learn Pyro - Pyro Discussion Forum
Nov 5, 2020 · Beyond Pyro’s tutorials, a popular community resource for getting started with Bayesian data science is the book “Statistical Rethinking”, for which all code snippets have …
When will trace_ELBO () become negative - Pyro Discussion Forum
Feb 2, 2023 · Hi, I’m new to this and I was using pyro.infer.SVI with pyro.infer.Trace_ELBO to train a CVAE. And I got negative losses after a few epochs. I’m pretty sure the issue is with my …
RuntimeError: Cannot find valid initial ... - Pyro Discussion Forum
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. …
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. …
Naming conflict when using PyroSample - Pyro Discussion Forum
Jul 14, 2023 · I’m trying to modify an existing custom PyTorch Module to be Bayesian by replacing the weights within the __init__() call with PyroSamples. However, I’m getting a …
Using SVI MultivariateNormal to estimate NUTS ... - Pyro …
Apr 25, 2023 · I am trying to use numpyro to fit a large model with ~1500 latent parameters with a dense covariance matrix. To try and help NUTS along I have broken the problem into several …
Understanding how to use to_event in model - Pyro Discussion …
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 …
Pyro performs dramatically slower than PyMC3 ... - Pyro Discussion …
Feb 26, 2020 · Hi guys, Following the discussion on issue related to the similar topic, I realized that pyro takes much longer time for stochastic-volatility model inference, in particular, when …