python-paillier
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A library for Partially Homomorphic Encryption in Python
python-paillier |release|
+---------------------+ | |ciTest| | +---------------------+ | |rtdM| | +---------------------+ | |reqM| | +---------------------+
A Python 3 library implementing the Paillier Partially Homomorphic Encryption.
The homomorphic properties of the paillier crypto system are:
- Encrypted numbers can be multiplied by a non encrypted scalar.
- Encrypted numbers can be added together.
- Encrypted numbers can be added to non encrypted scalars.
Citing
python-paillier
is designed, developed and supported by CSIRO's Data61 <https://www.data61.csiro.au/>
__. If
you use any part of this library in your research, please cite it using the following BibTex entry::
@misc{PythonPaillier,
author = {CSIRO's Data61},
title = {Python Paillier Library},
year = {2013},
publisher = {GitHub},
journal = {GitHub Repository},
howpublished = {\url{https://github.com/data61/python-paillier}},
}
Running unit tests
::
python setup.py test
Or use nose::
nosetests
Note related to gmpy2
gmpy2
is not required to use the library, but is preferred. A pure Python implementation is available but
gmpy2
drastically improves performances. As indication on a laptop not dedicated to benchmarking, running the example
examples/federated_learning_with_encryption.py
provided in the library took:
- 4.5s with
gmpy2
installed - 35.7s without
gmpy2
installed
However, gmpy2
is a requirement to run the tests.
Code History
Developed at Data61 | CSIRO <http://data61.csiro.au>
_.
Parts derived from the Apache licensed Google project: https://code.google.com/p/encrypted-bigquery-client/
.. |release| image:: https://img.shields.io/pypi/v/phe.svg :target: https://pypi.python.org/pypi/phe/ :alt: Latest released version on PyPi
.. |ciTest| image:: https://github.com/data61/python-paillier/actions/workflows/test.yml/badge.svg :target: https://github.com/data61/python-paillier/actions/workflows/test.yml :alt: CI Status
.. |reqM| image:: https://requires.io/github/data61/python-paillier/requirements.svg?branch=master :target: https://requires.io/github/data61/python-paillier/requirements/?branch=master :alt: Requirements Status of master
.. |rtdM| image:: https://readthedocs.org/projects/python-paillier/badge/?version=stable :target: http://python-paillier.readthedocs.org/en/latest/?badge=stable :alt: Documentation Status