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 …
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 …
Question about separating model and guide function - Misc. - Pyro ...
Jan 13, 2018 · I am new to both pyro and probabilistic programming but I tried to do my homework before I raise this issue, please bear with me if it is real basic. I was going through the Bayesian …
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 …
Initialize MCMC with SVI - numpyro - Pyro Discussion Forum
Dec 1, 2024 · There are a couple of similar posts here about this, more so in this thread but I don’t think I have a clear understanding of the solution / proper use of init_to_value. I aim to initialize all sites in …
mean field variational inference LDA - Pyro Discussion Forum
May 31, 2022 · In pyro tutorials I found how to do it using Autoencoding Variational Inference For Topic Models Probabilistic Topic Modeling — Pyro Tutorials 1.8.4 documentation .
Running Pyro.plate on GPU - Misc. - Pyro Discussion Forum
Mar 28, 2023 · Given that the model runs perfectly on GPU when I remove self.len_train from pyro.plate, which describes that the inputed batch is a part of a longer dataset on length ‘len (train)’. What could …
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 …
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. import …