Numpyro: Sampling from experimental data - numpyro - Pyro …
Jan 12, 2025 · In pyro there used to be a distribution called empirical. I want smth like that. I dont know if someone can help me in numpyro or know how to use the old function of pyro …
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 …
Pyro Discussion Forum
Apr 25, 2025 · Forum For Pyro Developers
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
Unexpected (?) Enumerate Error with AutoNormal - numpyro
Jun 5, 2025 · Below is a snippet of some code I have. I want to subsample a specific dimension to run SVI with the AutoNormal guide, but different sections of my output have different …
Adam optimizer before NUTS? - Pyro Discussion Forum
Mar 21, 2025 · I’m trying to infer the parameters of a non-linear ODE system. Would using a gradient descent optimizer like Adam (eg from optax) to initialize the guess starting point for …
CPU Usage with NUTS - Misc. - Pyro Discussion Forum
May 6, 2020 · Hi, I am using NUTS to fit a multivariate normal model (dim=12) on a dataset. I noticed that when running NUTS, the cpu usage is very high (600% cpu) with one chain. I …
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 …
Simple Bayesian Neural Network examples - Pyro Discussion Forum
Jan 30, 2020 · I am looking for regressions and classification examples for simple Bayesian (Probabilistic) Neural Network. Simple means neural networks that are shallow (not-deep, one …
Suggestion on probs parameter of categorical dist in numpyro
Jul 5, 2022 · In addition, if probs is not normalized, log_prob might nfot give the expected result. One way to make the probs treatment more Pyro friendly is to revise the current …