A Fully Homomorphic Encryption Framework for Deep Learning

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Project description

Orion

Installation

We tested our implementation on Ubuntu 22.04.5 LTS. First, install the required dependencies:

sudo apt update && sudo apt install -y \
    build-essential git wget curl ca-certificates \
    python3 python3-pip python3-venv \
    unzip pkg-config libgmp-dev libssl-dev

Install Go (for Lattigo backend):

cd /tmp
wget https://go.dev/dl/go1.22.3.linux-amd64.tar.gz
sudo tar -C /usr/local -xzf go1.22.3.linux-amd64.tar.gz
echo 'export PATH=/usr/local/go/bin:$PATH' >> ~/.bashrc
source ~/.bashrc
go version # go version go1.22.3 linux/amd64

Install Orion

git clone https://github.com/baahl-nyu/orion.git
cd orion/
pip install -e .

Run the examples!

cd examples/
python3 run_lola.py

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orion_fhe-1.0.2-cp312-cp312-win_amd64.whl (4.4 MB view details)

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