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  1. 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 …

  2. 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 …

  3. 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 …

  4. Pyro Discussion Forum

    Aug 27, 2025 · Forum For Pyro Developers

  5. 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 …

  6. 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 …

  7. 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 …

  8. Pyro Gaussian Process Output gradient is very noisy

    May 26, 2023 · I was running a GP regression on my data using a RBF kernel: pyro.clear_param_store () #convert RSL data into tonsors X = torch.tensor (NJ_rsl_age).flatten () #standardise age y = …

  9. 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 …

  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 …