foolai 0.0.1

Fool AI Framework

FoolAI

About | Usage | Installation | Disclaimer

About

A command-line tool for fooling AI/machine learning models. In concrete, it generates adversarial examples to destroy the ability of ML models.

Easy to use, and light-weight.

Supported Methods

This is under development so has few method yet.

Tasks	Attack Methods
Image Classification	Adversarial Examples (FGSM)

Usage

foolai --help

Fool Image Classification Models on Hugging Face

# --model/-m: Target model. Set repository ID on Hugging Face.
# --img/-i: Original image to be used for generating adversarial examples
foolai fool -m microsoft/resnet-50 -i dog.jpg

Installation

From Pip

pip install foolai
foolai --help

From Git Repo

git clone https://github.com/hideckies/foolai.git
cd foolai
poetry shell
poetry install
foolai --help

Disclaimer

• It's an experimental project and ML models are constantly evolving, so it may not necessarily work well.
• Currently its target is Hugging Face models only yet.