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  1. Pyro Discussion Forum

    Sep 15, 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. Save MCMC results - Misc. - Pyro Discussion Forum

    Sep 30, 2018 · Hi - I’m contributing to a library for bayesian analysis and visualization (arviz), and we are trying to add a function to convert Pyro objects into data that can be used there. As part of that, I am …

  4. Sampling from posterior predictive - Misc. - Pyro Discussion Forum

    Feb 17, 2019 · Hello, first off, amazing job on Pyro! Major kudos 🙂 How do I sample from the posterior predictive for an SVI-trained model efficiently? At the moment, I sample a guide trace for each …

  5. 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 …

  6. 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 …

  7. Dependency tracking in Pyro - Tutorials - Pyro Discussion Forum

    Nov 17, 2018 · A Pyro program shares batch dimensions (-1, -2) across the whole program (across different sample statements). Variables assigned to different dimensions (ie -1 and -2 are considered …

  8. 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: …

  9. Pyro for Probabilistic Graphic Models - Pyro Discussion Forum

    Jan 22, 2020 · Hi, I am New to Pyro and Probabilistic Programming Languages. I would like to know what kinds of distributions can Pyro represents. Of course, Pyro can represent the standard …

  10. 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 for x^* …