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  1. 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 …

  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 …

  3. Pyro Discussion Forum

    Aug 27, 2025 · Forum For Pyro Developers

  4. Question about separating model and guide function - Misc.

    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 …

  5. Understanding when to use to_event () in VAE ... - Pyro Discussion …

    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 …

  6. 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 …

  7. Posterior predictive on a new observation in NumPyro - numpyro

    Feb 19, 2024 · Hi @mathlad, this is a great question. Running predictive will give you a collection of samples (x^*,\theta) (conditioned on the data). Dropping those \theta will give you samples …

  8. 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. …

  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 …

  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 …