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 …
PyroSample and cuda GPU - Pyro Discussion Forum
Jun 9, 2022 · But when I include the statements, the model runs into issues because I believe the self.cuda () I’m using is not putting the Pyro parameters on the GPU. So, my question is, what is the …
Resources to learn Pyro - Pyro Discussion Forum
Nov 5, 2020 · Beyond Pyro’s tutorials, a popular community resource for getting started with Bayesian data science is the book “Statistical Rethinking”, for which all code snippets have been ported to …
How to use `ReduceLROnPlateau` scheduler - Pyro Discussion Forum
Aug 16, 2018 · If I just use pyro.optim.Adam, svi.step works fine. I assume the “metrics” that are missing are what the scheduler uses to determine when to reduce the LR (because scheduler doesn’t have a …
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 …
Moving MCMC from CPU to GPU - Pyro Discussion Forum
May 9, 2022 · Hi all, I’ve read a few posts on the forum about how to use GPU for MCMC: Transfer SVI, NUTS and MCMC to GPU (Cuda), How to move MCMC run on GPU to CPU and Training on single …
RuntimeError during Cholesky Decomposition - Pyro Discussion Forum
Aug 10, 2019 · The core of the system is based on the DKL example that is given in the examples section (Example: Deep Kernel Learning — Pyro Tutorials 1.8.4 documentation). So far everything …
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 …
The correct approach to save the SVI results - numpyro - Pyro ...
Feb 21, 2022 · Hi All, What is the efficient and correct approach to save the SVI results in a file for: Load the file to draw samples from guide/model as the post-processing step. Continue training the model. …
How to include observations from a Poisson distribution? - Pyro ...
May 16, 2024 · Hi, I’m new to pyro, so I apologize if this is too trivial for a post, but I cannot find out what’s wrong with my code. I wanted to replicate the results of Variational Inference: The Basics | by …