Apr 13, 2020 · 要做一些高斯过程相关的研究，刚接触pyro， 浏览了你的Introduction部分，能在翻译原教程的基础上加入概率图和重点提炼等以帮助理解，着实不错，当然这也是我个人觉得汉 …

Jul 11, 2024 · Sorry about the multiple posts - Thanks for the response. So I agree that the issue is with the likelihood. I’ve got: # pyro.sample("obs", dist.Bernoulli(loc_img).to_event(1), …

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 …

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 …

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 …

Jul 24, 2024 · Hi all, I’m using Numpyro as a NUTS sampler in a PyMC model and would like to add a callback to monitor the number of divergences and stop the sampling when it’s greater …

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

Nov 21, 2023 · Hello, I am not sure that I understand well how the AutoDiagonalNormal AutoGuide works. I have a MLP model and I want to do an SVI on this model. Given that my …

May 8, 2024 · Hi, I was trying to expand the GMM tutorial to higher dimensions. I noticed there is a previous issue in the pyro context, but I don’t think the solution offered exists (.independent() …

Jul 10, 2024 · Hi, I’m using the latest pyro and tutorials. In another place I have a BVAE pytorch implementation that trains on audio waveforms and denoises them by losing information …