This guide covers setting up a PyRIT development environment using uv, a fast Python package installer and resolver, on Windows.
Choose Your Setup Approach¶
You can set up PyRIT for development in one of two ways:
Local Installation with UV/Python (this page) - Install PyRIT in editable mode on your machine
DevContainers in VS Code - Use a pre-configured Docker container with VS Code
Overview¶
To install PyRIT as a library, the simplest way to do it is just pip install pyrit. This is documented here.
However, there are many reasons to install as a contributor. Yes, of course, if you want to contribute. But also because of the nature of the tool, it is often the case that targets, attacks, converters, core, etc. code needs to be modified. This section walks through how to install PyRIT as a contributor.
Why uv?¶
Much faster than pip (10-100x faster dependency resolution)
Simpler than conda/mamba for pure Python projects
Native Windows support - no WSL required, although if using a devcontainer, WSL is recommended
Automatic virtual environment management
Compatible with existing pyproject.toml
Prerequisite software¶
Install uv: Download from https://
github .com /astral -sh /uv or use: for windows: powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex"for macOS and Linux
curl -LsSf https://astral.sh/uv/install.sh | shor
wget -qO- https://astral.sh/uv/install.sh | shPython 3.12: uv will automatically download and use the correct Python version based on
.python-versionGit. Git is required to clone the repo locally. It is available to download here.
git clone https://github.com/Azure/PyRITNode.js and npm. Required for building the TypeScript/React frontend. Download Node.js (which includes npm). Version 18 or higher is recommended.
Installation with uv¶
This is a guide for how to install PyRIT using uv
Navigate to the directory where you cloned the PyRIT repo.
The repository includes a
.python-versionfile that pins Python 3.12. Run:
uv sync --extra devThis command will:
Create a
.venvdirectory with a virtual environmentInstall Python 3.12 if not already available
Install PyRIT in editable mode;
uv syncby default installs in editable mode so no extra flag is necessaryInstall all dependencies including dev tools (pytest, black, ruff, etc.)
Create a
uv.lockfile for reproducible builds
If you are having problems getting pip to install, try this link for details here: this post for more details.
Verify Installation
uv pip show pyritYou should see output showing the most recent PyRIT version and your Python dependencies.
VS Code Integration¶
VS Code should automatically detect the .venv virtual environment. If not:
Press
Ctrl+Shift+PType “Python: Select Interpreter”
Choose
.venv\Scripts\python.exe
Running Jupyter Notebooks¶
You can create a Jupyter kernel by first installing ipykernel:
uv add --dev ipykernelthen, create the kernel using:
uv run ipython kernel install --user --env VIRTUAL_ENV $(pwd)/.venv --name=pyrit-devStart the server using
uv run jupyter labor using VS Code, open a Jupyter Notebook (.ipynb file) window, in the top search bar of VS Code, type >Notebook: Select Notebook Kernel > Python Environments... to choose the pyrit-dev kernel when executing code in the notebooks, like those in examples. You can also choose a kernel with the “Select Kernel” button on the top-right corner of a Notebook.
This will be the kernel that runs all code examples in Python Notebooks.
Running Python Scripts¶
Use uv run to execute Python with the virtual environment:
uv run python your_script.pyRunning Tests¶
uv run pytest tests/Running Specific Test Files¶
uv run pytest tests/unit/test_something.pyUsing PyRIT CLI Tools¶
uv run pyrit_scan --help
uv run pyrit_shellRunning Jupyter Notebooks¶
uv run jupyter labInstalling Additional Extras¶
PyRIT has several optional dependency groups. Install them as needed:
# For Hugging Face models
uv sync --extra huggingface
# For all extras
uv sync --extra all
# Multiple extras
uv sync --extra dev --extra playwright --extra gcgDevelopment Workflow¶
Adding New Dependencies¶
Edit pyproject.toml to add dependencies, then run:
uv syncUpdating Dependencies¶
uv lock --upgrade
uv syncRunning Code Formatters¶
uv run black .
uv run ruff check --fix .Running Type Checker¶
uv run mypy pyrit/Pre-commit Hooks¶
uv run pre-commit install
uv run pre-commit run --all-filesPopulating Secrets¶
See this for more details on populating secrets.
Troubleshooting¶
uv command not found¶
Make sure uv is in your PATH. Restart PowerShell after installation.
Import errors¶
Ensure you’re using uv run python or have activated the virtual environment:
.\.venv\Scripts\Activate.ps1Dependency conflicts¶
Try regenerating the lock file:
Remove-Item uv.lock
uv sync --extra devModule not found errors¶
PyRIT is installed in editable mode, so changes to the source code are immediately reflected. If you see import errors:
uv sync --reinstall-package pyritAdvantages over Other Methods¶
| Feature | uv | conda/mamba | pip + venv | Docker/DevContainer |
|---|---|---|---|---|
| Setup time | ~2 min | ~10-15 min | ~15-20 min | ~20-30 min |
| Disk space | ~1 GB | ~3-5 GB | ~1.5 GB | ~5-10 GB |
| Windows native | ✅ | ✅ | ✅ | ❌ (needs WSL2) |
| Speed | ⚡⚡⚡ | ⚡ | ⚡⚡ | ⚡ |
| Lock file | ✅ | ✅ | ❌ | ✅ |
| Isolation | ✅ | ✅ | ✅ | ✅✅ |