pyro-ppl 1.8.3

A Python library for probabilistic modeling and inference

Stars: 7735, Watchers: 7735, Forks: 948, Open Issues: 233

The pyro-ppl/pyro repo was created 5 years ago and was last updated 17 hours ago.
The project is extremely popular with a mindblowing 7735 github stars!

How to Install pyro-ppl

You can install pyro-ppl using pip

pip install pyro-ppl

or add it to a project with poetry

poetry add pyro-ppl

Package Details

Author

Uber AI Labs

License

Apache 2.0

Homepage

http://pyro.ai

PyPi

https://pypi.org/project/pyro-ppl/

GitHub Repo

https://github.com/pyro-ppl/pyro

Classifiers

Related Packages

Errors

A list of common pyro-ppl errors.

Code Examples

Here are some pyro-ppl code examples and snippets.

GitHub Issues

The pyro-ppl package has 233 open issues on GitHub

• Support 4D ProjectedNormal distribution
• add log normal negative binomial distributions
• [FR] consider improving/modifying error message handling w.r.t. stack level
• Update test_poutines.py
• Implement Bayesian regression example from NumPyro in Pyro
• Is AutoStructured implementing the guide for directed graphical models?
• [bug] AffineAutoregressive transform leads to exploding gradients
• Add a compatibility shim for using contrib.funsor with existing models
• Add modified Bayesian regression tutorial with more direct PyTorch usage
• Port NumPyro introductory examples to Pyro
• Behavior of init messenger for using reparam inside plate
• Implementation of quantiles for messenger guides [WIP]
• Tutorial on Bayesian workflow, with a SARS-CoV-2 running example
• 🐛 LocScaleReparam and enumeration with NUTS
• Pyro 1.9 release checklist

See more issues on GitHub