Data structure for representing additive secret shares of integers, designed for use within secure MPC protocol implementations.
Project description
Data structure for representing additive secret shares of integers, designed for use within secure multi-party computation (MPC) protocol implementations.
Purpose
This library provides a data structure and methods that make it possible work with n-out-of-n additive secret shares of integers within secure multi-party computation (MPC) protocol implementations. Secret shares of signed and unsigned integers can be represented using elements from finite fields, with support currently limited to fields having a power-of-two order.
Package Installation and Usage
The package is available on PyPI:
python -m pip install additive
The library can be imported in the usual ways:
import additive from additive import *
Examples
This library makes it possible to concisely construct multiple secret shares from an integer:
>>> from additive import shares >>> (a, b) = shares(123) >>> (c, d) = shares(456) >>> ((a + c) + (b + d)).to_int() 579
It is possible to specify the exponent in the order of the finite field used to represent secret shares, as well as whether the encoding of the integer should support signed integers:
>>> (s, t) = shares(-123, exponent=8, signed=True) >>> (s + t).to_int() -123
The number of shares can be specified explicitly (the default is two shares):
>>> (r, s, t) = shares(123, quantity=3)
The share data structure supports Python’s built-in addition operators in order to enable both operations on shares and concise reconstruction of values from a collection of secret shares:
>>> (r + s + t).to_int() 123 >>> sum([r, s, t]).to_int() 123
In addition, conversion methods for Base64 strings and bytes-like objects are included to support encoding and decoding of share objects:
>>> from additive import share >>> share.from_base64('HgEA').to_bytes().hex() '1e0100' >>> [s.to_base64() for s in shares(123)] ['PvmKMG8=', 'PoJ1z5A=']
Documentation
The documentation can be generated automatically from the source files using Sphinx:
cd docs python -m pip install -r requirements.txt sphinx-apidoc -f -E --templatedir=_templates -o _source .. ../setup.py && make html
Testing and Conventions
All unit tests are executed and their coverage is measured when using nose (see setup.cfg for configuration details):
python -m pip install nose coverage nosetests --cover-erase
Alternatively, all unit tests are included in the module itself and can be executed using doctest:
python additive/additive.py -v
Style conventions are enforced using Pylint:
python -m pip install pylint pylint additive
Contributions
In order to contribute to the source code, open an issue or submit a pull request on the GitHub page for this library.
Versioning
The version number format for this library and the changes to the library associated with version number increments conform with Semantic Versioning 2.0.0.
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