Sionna: An Open-Source Library for Research on Communication Systems
Sionna™ is an open-source Python-based library for research on
communication systems.
The official documentation can be found
here.
It is composed of the following packages:
-
Sionna RT -
A lightning-fast stand-alone ray tracer for radio propagation modeling
-
Sionna PHY -
A link-level simulator for wireless and optical communication systems
-
Sionna SYS -
A system-level simulator based on physical-layer abstraction
Installation
Sionna PHY and Sionna SYS require Python 3.8-3.12 and TensorFlow 2.14-2.19. We recommend Ubuntu 24.04. Earlier versions of TensorFlow may still work but are not recommended. We refer to the TensorFlow GPU support tutorial for GPU support and the required driver setup.
Sionna RT has the same requirements as Mitsuba
3 and we refer to its
installation guide for further
information. To run Sionna RT on CPU, LLVM is required by
Dr.Jit. Please check the
installation instructions for the LLVM
backend. The source
code of Sionna RT is located in a separate GitHub repository.
If you want to run the tutorial notebooks on your machine, you also need
JupyterLab. You can alternatively test them on Google
Colab. Although not necessary, we recommend
running Sionna in a Docker container and/or Python virtual
enviroment.
Installation via pip
The recommended way to install Sionna is via pip:
pip install sionna
If you want to install only Sionna RT, run:
pip install sionna-rt
You can install Sionna without the RT package via
pip install sionna-no-rt
Installation from source
- Clone the repository with all submodules:
git clone --recursive https://github.com/NVlabs/sionna
If you have already cloned the repository but forgot to set the --recursive
flag, you can correct this via:
git submodule update --init --recursive --remote
- Install Sionna (including Sionna RT) by running the following command from within the repository's
root folder:
pip install ext/sionna-rt/ .
pip install .
Testing
First, you need to install the test requirements by executing the
following command from the repository's root directory:
pip install '.[test]'
The unit tests can then be executed by running pytest
from within the
test
folder.
Building the Documentation
Install the requirements for building the documentation by running the following
command from the repository's root directory:
pip install '.[doc]'
You might need to install pandoc manually.
You can then build the documentation by executing make html
from within the doc
folder.
The documentation can then be served by any web server, e.g.,
python -m http.server --dir build/html
For Developers
Development requirements can be installed by executing from the repository's root directory:
pip install '.[dev]'
Linting of the code can be achieved by running pylint src/
from the repository's root directory.
License and Citation
Sionna is Apache-2.0 licensed, as found in the LICENSE file.
If you use this software, please cite it as:
@software{sionna,
title = {Sionna},
author = {Hoydis, Jakob and Cammerer, Sebastian and {Ait Aoudia}, Fayçal and Nimier-David, Merlin and Maggi, Lorenzo and Marcus, Guillermo and Vem, Avinash and Keller, Alexander},
note = {https://nvlabs.github.io/sionna/},
year = {2022},
version = {1.0.2}
}