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  1. Pyro Discussion Forum

    Aug 19, 2025 · Forum For Pyro Developers

  2. 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 …

  3. Simple Bayesian Network Example? - Pyro Discussion Forum

    Jul 6, 2022 · I cannot differentiate the usages between pyro.sample and pyro.param. Could you please give an example of simple discrete bayesian network where each node is categorical and it has only …

  4. 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 …

  5. 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 input …

  6. 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 …

  7. 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 naming conflict: …

  8. 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 …

  9. 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 …

  10. 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 comparing to …