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----------------------------------------- [](https://github.com/pyro-ppl/pyro/actions) [](https://coveralls.io/github/pyro-ppl/pyro?branch=dev) [](https://pypi.python.org/pypi/pyro-ppl) [](http://pyro-ppl.readthedocs.io/en/stable/?badge=dev) [](https://bestpractices.coreinfrastructure.org/projects/3056) [Getting Started](http://pyro.ai/examples) | [Documentation](http://docs.pyro.ai/) | [Community](http://forum.pyro.ai/) | [Contributing](https://github.com/pyro-ppl/pyro/blob/master/CONTRIBUTING.md) Pyro is a flexible, scalable deep probabilistic programming library built on PyTorch. Notably, it was designed with these principles in mind: - **Universal**: Pyro is a universal PPL - it can represent any computable probability distribution. - **Scalable**: Pyro scales to large data sets with little overhead compared to hand-written code. - **Minimal**: Pyro is agile and maintainable. It is implemented with a small core of powerful, composable abstractions. - **Flexible**: Pyro aims for automation when you want it, control when you need it. This is accomplished through high-level abstractions to express generative and inference models, while allowing experts easy-access to customize inference. Pyro was originally developed at Uber AI and is now actively maintained by community contributors, including a dedicated team at the [Broad Institute](https://www.broadinstitute.org/). In 2019, Pyro [became](https://www.linuxfoundation.org/press-release/2019/02/pyro-probabilistic-programming-language-becomes-newest-lf-deep-learning-project/) a project of the Linux Foundation, a neutral space for collaboration on open source software, open standards, open data, and open hardware. For more information about the high level motivation for Pyro, check out our [launch blog post](http://eng.uber.com/pyro). For additional blog posts, check out work on [experimental design](https://eng.uber.com/oed-pyro-release/) and [time-to-event modeling](https://eng.uber.com/modeling-censored-time-to-event-data-using-pyro/) in Pyro. ## Installing ### Installing a stable Pyro release **Install using pip:** ```sh pip install pyro-ppl ``` **Install from source:** ```sh git clone git@github.com:pyro-ppl/pyro.git cd pyro git checkout master # master is pinned to the latest release pip install . ``` **Install with extra packages:** To install the dependencies required to run the probabilistic models included in the `examples`/`tutorials` directories, please use the following command: ```sh pip install pyro-ppl[extras] ``` Make sure that the models come from the same release version of the [Pyro source code](https://github.com/pyro-ppl/pyro/releases) as you have installed. ### Installing Pyro dev branch For recent features you can install Pyro from source. **Install Pyro using pip:** ```sh pip install git+https://github.com/pyro-ppl/pyro.git ``` or, with the `extras` dependency to run the probabilistic models included in the `examples`/`tutorials` directories: ```sh pip install git+https://github.com/pyro-ppl/pyro.git#egg=project[extras] ``` **Install Pyro from source:** ```sh git clone https://github.com/pyro-ppl/pyro cd pyro pip install . # pip install .[extras] for running models in examples/tutorials ``` ## Running Pyro from a Docker Container Refer to the instructions [here](docker/README.md). ## Citation If you use Pyro, please consider citing: ``` @article{bingham2019pyro, author = {Eli Bingham and Jonathan P. Chen and Martin Jankowiak and Fritz Obermeyer and Neeraj Pradhan and Theofanis Karaletsos and Rohit Singh and Paul A. Szerlip and Paul Horsfall and Noah D. Goodman}, title = {Pyro: Deep Universal Probabilistic Programming}, journal = {J. Mach. Learn. Res.}, volume = {20}, pages = {28:1--28:6}, year = {2019}, url = {http://jmlr.org/papers/v20/18-403.html} } ```

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