Git Product home page Git Product logo

ckks-gpu-core's Introduction

(Experimental) CKKS-GPU-CORE

This repository includes GPU implementations of the core functions for CKKS (e.g., base conversions, NTT, key-switching, etc.) to reproduce the results in the paper Over 100x Faster Bootstrapping in Fully Homomorphic Encryption through Memory-centric Optimization with GPUs submitted to TCHES 2021.

The implementations included largely contribute to CRYPTOLAB INC. and HEAAN.

Requirement

  • NVIDIA GPU (compute capability over 7.0)
  • cmake v3.18 or over.

Tested under ubuntu 18.04 with g++ 9.3.0 and NVIDIA V100.

How to build

Check out this notebook.

Alternatively, use the included dockerfile (make sure NVIDIA Container Toolkit is installed).

docker build -t ckks-gpu-core .
docker run --gpus all --rm ckks-gpu-core build/benchmark/Benchmark

Contact

Wonkyung Jung [email protected]

ckks-gpu-core's People

Contributors

wkjung avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.