Simple BNN NUTS sampling - numpyro - Pyro Discussion Forum
Oct 24, 2023 · Hello community, I am new to Bayesian models and to pyro (and numpyro). I am trying to use a small Bayesian Network on simple synthetic data, with no success so far. I am trying to …
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 …
How to get prediction scores with Pyro models?
Aug 5, 2020 · pyro.sample("y", y_dist, obs=y) # or pyro.factor("y_loss", y_loss_tensor) return ... I am not familiar enough with the details of your model to fix the code for you, but this is covered in detail in …
Running Pyro.plate on GPU - Misc. - Pyro Discussion Forum
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 …
Deep Markov Model (DMM) for time series prediction - Tutorials - Pyro ...
May 21, 2024 · Hi everyone, I want to use DMM for time series prediction. My training data is x [1:T], and I want to predict x [T:T+t_forecast]. However, it seems that the DMM guide model requires observed …
Multiple chains slower - numpyro - Pyro Discussion Forum
Sep 11, 2022 · Hello, I am new to numpyro, so please bear with me. A few year ago I wrote in Stan a spatiotemporal model for analysing climate extremes. Recently, I decided to translate such model to …
Advice on ELBO Loss Not Converging / Model Setup - Misc. - Pyro ...
Jan 2, 2023 · The linear regression model below is currently not converging based on ELBO Loss. I’m using simulated data to test the model, and I’m not sure if the model is appropriately setup. About the …
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 …
Understanding how to use to_event in model - Pyro Discussion Forum
Nov 13, 2023 · Hello devs. I have a multivariate response model. I’m trying to model the responses independently. Here, response_arr is of size (100, 6) where I have 6 responses for each of the 100 …
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 for each …