metadata
title: Sentiment Analysis On Encrypted Data Using Fully Homomorphic Encryption
emoji: 🥷💬
colorFrom: yellow
colorTo: yellow
sdk: gradio
sdk_version: 4.44.0
app_file: app.py
pinned: true
tags:
- FHE
- PPML
- privacy
- privacy preserving machine learning
- homomorphic encryption
- security
python_version: 3.10.11
Sentiment Analysis With FHE
Set up the app locally
- First, create a virtual env and activate it:
python3 -m venv .venv
source .venv/bin/activate
- Then, install required packages:
pip3 install pip --upgrade
pip3 install -U pip wheel setuptools --ignore-installed
pip3 install -r requirements.txt --ignore-installed
# mac z3
brew install z3
pip3 uninstall z3-solver
pip3 install z3-solver
pip3 install more-itertools
Check it finish well (with a "Done!"). Please note that the actual model initialization and training can be found in the SentimentClassification notebook (see below).
Launch the app locally
- In a terminal:
source .venv/bin/activate
python3 app.py
Interact with the application
Open the given URL link (search for a line like Running on local URL: http://127.0.0.1:8888/ in the
terminal).