tno.mpc.mpyc.exponentiation

TNO PET Lab - secure Multi-Party Computation (MPC) - MPyC - Secure Exponentiation

https://github.com/tno-mpc/mpyc.exponentiation

Science Score: 44.0%

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  • CITATION.cff file
    Found CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
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    Found .zenodo.json file
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Keywords

exponentiation mpc mpc-lab mpyc multi-party-computation pet-lab secret-sharing tno
Last synced: 6 months ago · JSON representation ·

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TNO PET Lab - secure Multi-Party Computation (MPC) - MPyC - Secure Exponentiation

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exponentiation mpc mpc-lab mpyc multi-party-computation pet-lab secret-sharing tno
Created over 4 years ago · Last pushed about 4 years ago
Metadata Files
Readme License Citation

README.md

TNO MPC Lab - MPyC - Secure Exponentiation

The TNO MPC lab consists of generic software components, procedures, and functionalities developed and maintained on a regular basis to facilitate and aid in the development of MPC solutions. The lab is a cross-project initiative allowing us to integrate and reuse previously developed MPC functionalities to boost the development of new protocols and solutions.

The package tno.mpc.mpyc.exponentiation is part of the TNO Python Toolbox.

The package contains a generic extension to MPyC that allows you to securely compute $a^{[x]}$, where $a$ is a non-negative, plain-text base (floating point or integer) and $x$ is a secure number (SecFxp or SecInt).

Limitations in (end-)use: the content of this software package may solely be used for applications that comply with international export control laws.
This implementation of cryptographic software has not been audited. Use at your own risk.

Documentation

Documentation of the tno.mpc.mpyc.exponentiation package can be found here.

Install

Easily install the tno.mpc.mpyc.exponentiation package using pip: console $ python -m pip install tno.mpc.mpyc.exponentiation

Note:

A significant performance improvement can be achieved by installing the GMPY2 library. console $ python -m pip install 'tno.mpc.mpyc.exponentiation[gmpy]'

If you wish to run the tests you can use: console $ python -m pip install 'tno.mpc.mpyc.exponentiation[tests]'

Usage

Minimal example

example.py ```python import math

from mpyc.runtime import mpc

from tno.mpc.mpyc.exponentiation import secure_pow

async def main(base=math.e, x=[-1.5, 2.3, 4.5]): async with mpc: stype = mpc.SecFxp() secx = ( [stype(xx, integral=False) for xx in x] if isinstance(x, list) else stype(x) ) result = securepow(base, secx) revealedresult = await mpc.output(result) plainresult = [base ** xx for xx in x] if isinstance(x, list) else base ** x print(f"Result of secure exponentiation is {revealedresult}") print(f"In the plain we would have gotten {plainresult}") diff = ( [abs(sec - plain) for sec, plain in zip(revealedresult, plainresult)] if isinstance(x, list) else abs(revealedresult - plain_result) ) print(f"The absolute difference is {diff}")

if name == "main": mpc.run(main()) ```

Owner

  • Name: TNO - MPC Lab
  • Login: TNO-MPC
  • Kind: organization
  • Email: mpclab@tno.nl
  • Location: Anna van Buerenplein 1, 2595 DA Den Haag, The Netherlands

TNO - MPC Lab

Citation (CITATION.cff)

cff-version: 1.2.0
license: Apache-2.0
message: If you use this software, please cite it using these metadata.
authors:
      - name: TNO MPC Lab
        city: The Hague
        country: NL
        email: mpclab@tno.nl
        website: https://mpc.tno.nl
type: software
url: https://mpc.tno.nl
contact:
      - name: TNO MPC Lab
        city: The Hague
        country: NL
        email: mpclab@tno.nl
        website: https://mpc.tno.nl
repository-code: https://github.com/TNO-MPC/mpyc.exponentiation
repository-artifact: https://pypi.org/project/tno.mpc.mpyc.exponentiation
title: TNO MPC Lab - MPyC - Exponentiation
version: v1.6.2
date-released: 2021-12-28

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pypi.org: tno.mpc.mpyc.exponentiation

A generic extension to MPyC that allows you to securely compute a^[x], where a is a non-negative, plain-text base (floating point or integer) and x is a secure number (SecFxp or SecInt)

  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 56 Last month
Rankings
Dependent packages count: 6.6%
Average: 26.7%
Forks count: 30.5%
Dependent repos count: 30.6%
Stargazers count: 39.1%
Maintainers (1)
Last synced: 6 months ago