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 …

Jun 10, 2022 · Finally solved this! TL;DR: using float64 instead of float32 solved the issue. Users probably should prefer this practice when auto guides and models containing latent variables …

Nov 23, 2018 · Can anyone help me with some resources to learn probabilistic programming with pyro? I do not have any background on probabilistic programming. I skimmed through the tutorials and …

Feb 13, 2019 · Ugh, seems like I usually figure out the answer to my question right after caving and posting to a forum about it. You have to provide an arg: ‘optimizer’ to the …

Dec 8, 2018 · I’d like to share a trick we use on the Pyro team to debug memory leaks, since this is such a common type of bug. We often use the following memory footprint analyzer: def debug_memory (): …

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 …

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 …

Jan 23, 2022 · I’d like to have the von mises fisher distribution in pyro, so I can score and sample it. Sampling from that distribution is implemented in the Python package geomstats: …

Aug 16, 2018 · Hi. I’m trying to understand hierarchical models, and their Pyro implementation, starting with the eight schools example in the github repository (the SVI one). At first I was confused with the …

Mar 1, 2023 · pyro.sample, uses a stochastic function (such as a pyro distribution) to initiate the parameter store and the trace (graph structure that denotes the relationships of the pyro primitives, …