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  1. Pyro Discussion Forum

    Jun 22, 2025 · Forum For Pyro Developers

  2. Batch processing numpyro models using Ray - forum.pyro.ai

    Mar 14, 2025 · Hello again, Related post: Batch processing Pyro models so cc: @fonnesbeck as I think he’ll be interested in batch processing Bayesian models anyway. I want to run lots of …

  3. numpyro - Pyro Discussion Forum

    Jun 3, 2019 · Forum For Pyro Developers

  4. Bad performance Bayesian Convolutional Neural Network - Misc.

    Apr 28, 2025 · Hello Pyro community, I’m trying to build a Bayesian CNN for MNIST classification using Pyro, but despite seeing the ELBO loss decrease to around 10 during training, the …

  5. Mixture model with discrete data in Numpyro - Pyro Discussion …

    Mar 6, 2024 · Hi. Apologies for the rather long post. I am trying to modify the code from the Gaussian mixture model tutorial (I have also pulled bits of code from various other posts on …

  6. Extra sampling site in manual guide compared to model

    Mar 12, 2025 · i see. this would appear to be a bug/unsupported feature. if you like, you can make a feature request on github (please include a code snippet and stack trace). however, in the …

  7. Use of LogNormal in Numpyro - Pyro Discussion Forum

    Oct 25, 2023 · Hi everyone, I am very new to Numpyro and hierarchical modeling. Recently I have been trying to build a hierarchical model where I have a hyper-prior (theta_group) which …

  8. Speed up Numpyro Model - Pyro Discussion Forum

    Nov 24, 2022 · I’m seeking advice on improving runtime performance of the below numpyro model. Model Description: I have a dataset of L objects. For each object, I sample a discrete …

  9. Reducing MCMC memory usage - numpyro - Pyro Discussion Forum

    Oct 15, 2023 · I am running NUTS/MCMC (on multiple CPU cores) for a quite large dataset (400k samples) for 4 chains x 2000 steps. mcmc.run actually ran until the end, but then died with an …

  10. invalid value occurring during SVI - Pyro Discussion Forum

    Jun 8, 2022 · Hi, I’m new to pyro and trying to understand the basics of Bayesian regression from a Bayesian Linear Regression example. (Bayesian Regression - Inference Algorithms (Part 2) …