garak checks if an LLM can be made to fail in a way we don’t want. garak probes for hallucination, data leakage, prompt injection, misinformation, toxicity generation, jailbreaks, and many other weaknesses. If you know nmap or msf / Metasploit Framework, garak does somewhat similar things to them, but for LLMs.
garak focuses on ways of making an LLM or dialog system fail. It combines static, dynamic, and adaptive probes to explore this.
garak‘s a free tool. We love developing it and are always interested in adding functionality to support applications.
currently supports:
garak is a command-line tool. It’s developed in Linux and OSX.
pipJust grab it from PyPI and you should be good to go:
python -m pip install -U garak pipThe standard pip version of garak is updated periodically. To get a fresher version from GitHub, try:
python -m pip install -U git+https://github.com/NVIDIA/garak.git@main For more information click here.
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