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 …

Oct 4, 2025 · Forum For Pyro Developers

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 …

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 …

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 …

Sep 26, 2024 · if y != None: with pyro.plate("data", len(y)): obs = pyro.sample("obs", dist.Normal(y_hat[:,0], sigma), obs=y) The sigma always ends up being the upper limit of the uniform …

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 …

Dec 14, 2020 · Hi @true, we consider the implementation of pyro.factor () an implementation detail: its effect should be to add a log prob term to the trace when used by inference algorithms. The way …

Mar 28, 2023 · Given that the model runs perfectly on GPU when I remove self.len_train from pyro.plate, which describes that the inputed batch is a part of a longer dataset on length ‘len (train)’. What could …

Feb 19, 2024 · Hi @mathlad, this is a great question. Running predictive will give you a collection of samples (x^*,\theta) (conditioned on the data). Dropping those \theta will give you samples for x^* …