Pyro Discussion Forum
Oct 4, 2025 · Forum For Pyro Developers
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 …
ClippedAdam with LR Scheduler? - Misc. - Pyro Discussion Forum
Jul 27, 2022 · The usual usage pattern thus seems to be to use the pyro schedulers with the original torch optimizers. Does that mean it is impossible to use, e.g., ReduceLROnPlateau with ClippedAdam?
Learning the sigma in SVI - Pyro Discussion Forum
Sep 26, 2024 · if y != None: with pyro.plate("data", len(y)): obs = pyro.sample("obs", dist.Normal(y_hat[:,0], sigma), obs=y) The sigma always ends up being the upper limit of the uniform …
ClippedAdam Gradient Explosion - Misc. - Pyro Discussion Forum
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 …
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 …
How is model conditioned using pyro.sample in factor?
Dec 14, 2020 · Hi @true, we consider the implementation of pyro.factor () an implementation detail: its effect should be to add a log prob term to the trace when used by inference algorithms. The way …
numpyro - Pyro Discussion Forum
Jun 3, 2019 · Forum For Pyro Developers
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 …
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 been ported to …