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 …

Aug 27, 2025 · Forum For Pyro Developers

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 …

Jan 11, 2024 · Hi everyone, I’m quite new on Pyro framework. I’m trying to understand its functionalities building some basic bayesian neural networks. I successfully built a basic classifier for the MNIST …

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 …

Jul 14, 2023 · I’m trying to modify an existing custom PyTorch Module to be Bayesian by replacing the weights within the __init__() call with PyroSamples. However, I’m getting a naming conflict: …

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 …

Nov 18, 2020 · I’m going through the Pyro VAE tutorial here (pyro/vae.py at dev · pyro-ppl/pyro · GitHub) but I am struggling to understand how and when to use to_event (). Here’s a bit of code that I am …

Oct 4, 2021 · I would like to reproduce the example, , fitting a target distribution using HMC. Here is the code, import numpy as np import torch import torch.nn as nn import pyro import pyro.distributions as …

Jun 10, 2020 · Hi, I am very new to Pyro. My model includes categorical discrete variables which I generated using the following code:- X_Us1 = pyro.sample("X_Us1", …