Aug 19, 2025 · Forum For Pyro Developers

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化教程最应该 …

Dec 5, 2024 · Hi there, I’m building a model which is related to the scANVI pyro example for modeling count data while learning discrete clusters for data, and I’m having an issue with the parameter fit …

Jul 6, 2022 · I cannot differentiate the usages between pyro.sample and pyro.param. Could you please give an example of simple discrete bayesian network where each node is categorical and it has only …

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 …

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 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 …

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 …

Oct 25, 2023 · Hi everyone, I am very new to Numpyro and hierarchical modeling. Recently I have been trying to build a hierarchical model where I have a hyper-prior (theta_group) which should be …

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 …