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  1. Pyro Discussion Forum

    Jul 25, 2025 · Forum For Pyro Developers

  2. numpyro - Pyro Discussion Forum

    Jun 3, 2019 · Forum For Pyro Developers

  3. 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 …

  4. 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 …

  5. Help post,shape problem - Pyro Discussion Forum

    Apr 25, 2025 · with pyro.plate("data", x.size(0)): pyro.sample("obs", dist.Normal(mu, sigma), obs=y.squeeze(-1),infer={"scale": annealing_factor}) #obs,真实数据+噪声

  6. Missing plate statement on batch dimension? - Pyro Discussion …

    Mar 4, 2024 · Hello, I’m new to pyro/numpyro and trying to wrap my head around various details, including but not limited to shapes. I’m getting the below error for my model: ValueError: …

  7. 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 …

  8. 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 …

  9. 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 …

  10. 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 …