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  1. Pyro Discussion Forum

    Nov 26, 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 numpyro …

  3. Gaussian mixture model in latent space of VAE - forum.pyro.ai

    Dec 17, 2023 · I was curious if pyro would easily enable putting a Gaussian mixture model (GMM) as the prior on the latent space of a VAE. I took the VAE tutorial code and changed the model to the …

  4. VAE classification - Misc. - Pyro Discussion Forum

    Mar 1, 2023 · pyro.sample, uses a stochastic function (such as a pyro distribution) to initiate the parameter store and the trace (graph structure that denotes the relationships of the pyro primitives, …

  5. Sparse variational GP: do we need to provide entire dataset at ...

    Jul 4, 2021 · Hi, I’m new to this forum. While trying to use Sparse variational GP (and later on Deep GP) with Pyro, I had some questions. Would appreciate if somebody can help! I’m working with large …

  6. 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 …

  7. ClippedAdam Gradient Explosion - Misc. - Pyro Discussion Forum

    May 15, 2024 · I am using pyro.optim.ClippedAdam and have tried clip_norm = 0.00001, 1.0, 10 and a bunch of values in between, but the gradients are always regardless and don’t appear to change …

  8. Will Automatic Relevance Detection Improve Model - forum.pyro.ai

    Jan 9, 2024 · Hey guys, This is more of a general Bayesian Statistics question. Here is a reference to the 8-schools example in Numpyro: Numpyro Eight Schools In the bayesian statistics literature it …

  9. Sampling from model prior in numpyro - Pyro Discussion Forum

    Dec 3, 2020 · How to sample from the model’s prior distribution? Code : import jax.numpy as jnp from jax import random, vmap from jax.scipy.special import logsumexp import numpy as np import …

  10. 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 …