Python for Homomorphic Encryption Libraries
PYthon For Homomorphic Encryption Libraries.
Description: Allows ADDITION, SUBSTRACTION, MULTIPLICATION, SCALAR PRODUCT and binary operations (AND, OR, NOT, XOR) over encrypted vectors|scalars of integers|binaries. This library acts as optimized Python API for the most advanced C++ HE libraries.
Language: Python (3.5+) & Cython on top of C++17.
:warning: REQUIRED: Python must have been compiled with C++17: g++>=6 | clang++>=5.0, Visual Studio 2017. :warning:
Docs: For now, only the API is documented [link]. Examples are soon to follow.
Dependencies: There are two possible backends, HE libraries in C++:
PYthon For Hmomorphic Encryption Libraries, Pyfhel implements functionalities of multiple Homomorphic Encryption libraries such as addition, multiplication, exponentiation or scalar product in Python. Pyfhel uses a syntax similar to normal arithmetics (+,-,*). This library is useful both for simple Homomorphic Encryption Demos as well as for complex problems such as Machine Learning algorithms.
Pyfhel is built on top of Afhel, an Abstraction Hmomorphic Encryption Libraries in C++. Afhel serves as common API for all three backends. Additionally, this project contains a large series of Demos & Tests for HElib(no longer in use), SEAL, Afhel & Pyfhel.
Last but not least, we include Makefiles to compile and install HElib, SEAL and Afhel as shared libraries in Ubuntu, which can then be linked to other C++ programs using the tags
Install & Uninstall
This project has been uploaded to PyPI. In order to install it from source (WARNING! it takes several minutes to compile, be patient!), run:
> pip install Pyfhel
Locally, you can clone this repository (use
--recursive to download all submodules) and install it by running:
> git clone --recursive https://github.com/ibarrond/Pyfhel.git > pip install .
To uninstall, just run:
> pip uninstall Pyfhel
This is the process to develop/contribute to Pyfhel:
- Code a new feature/fix a bug. Since this project is built using Cython, please refer to cython documentation if you want to help develop it.
- Recompile the cython extensions. After modifying any of the
pxdcython files (or the Afhel
.cppfiles) you must recompile the cython files. To do so, run the following command:
# This will turn `Pyfhel/*.pyx` into the corresponding `Pyfhel/*.cpp` file. # Do not edit the `Pyfhel/*.cpp` files directly! > python3 setup.py --CYTHONIZE --fullname Compiling Pyfhel/Pyfhel.pyx because it changed. Compiling Pyfhel/PyPtxt.pyx because it depends on ./Pyfhel/iostream.pxd. [1/2] Cythonizing Pyfhel/Pyfhel.pyx [2/2] Cythonizing Pyfhel/PyPtxt.pyx Pyfhel-2.0.2
Reinstall Pyfhel locally. Use either
pip install .or
python3 setup.py build(for verbose output and fine control. Run
python3 setup.py --helpfor further options).
Test changes locally. Run the
test.pyfile in your environment and make sure all tests are OK:
python3 Pyfhel/test.py test_PyCtxt_creation_deletion (__main__.PyfhelTestCase) ... (0.0s) ...ok test_PyPtxt_PyCtxt (__main__.PyfhelTestCase) ... (0.0s) ...ok [...] test_Pyfhel_5d_save_restore_int (__main__.PyfhelTestCase) ... (1.239s) ...ok ---------------------------------------------------------------------- Ran 29 tests in 11.907s OK
Update the version. To update it, just change the version number on top of this README: Pyfhel [vA.B.C]. Bugfixes and minor corrections should increase C. New features should increase B. Backwards incompatible changes should increase A.
Optional: Update the docs. WIP (automatic generation with sphinx).
You're ready to go! Just create a pull request to the original repo.
docs/Documentation, generated automatically using sphinx.
examples/Demos and small programs to showcase multiple functionalities. Check
Pyfhel/test.pyfor further cases!
Pyfhel/contains the source code for Pyfhel, Afhel, SEAL & PALISADE.
Pyfhel/.Makefiles/Makefile_HElib, a makefile to compile and install HElib as a dynamic library (
Pyfhel/.Makefiles/Makefile_SEAL, a makefile to compile and install SEAL as a dynamic library (
Authors & Acknowledgements
- Authors: Alberto Ibarrondo @ibarrond with Laurent Gomez (SAP) in collaboration with EURECOM (Melek Onen).
- Latest release: 03/08/2018
This library was created originally for the project "Privacy for Big Data Analytics" in EURECOM. The SW is originally based on HElib by Shai Halevi, with touches from HEIDE by Grant Frame, and performance improvements thanks to analysis of addition by Matheus S.H. Cruz. In compliance with their respective Licenses, I name all of them in this section. This project could not be possible without them. For any legal disclaimer, please contact the owner of this repository. Also, the same type of license (GNU GPLv3) applies to Afhel & Pyfhel, as mandated.
Pyfhel can be used, modified, copied in any way you see fit. This project is Open Source under the GNU GPLv3 License (LICENSE file), therefore developers that use Pyfhel MUST comply with the following:
Acknowledge and mention the original authors of Pyfhel in any derived development, that is,
Ibarrondo, Laurent (SAP) and Onen (EURECOM).
Offer the exact same License, allowing legal permission to copy, distribute and/or modify any SW using Pyfhel. Hence, any software using Pyfhel must remain Open Source.
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