Run any Python code quality tool on a Jupyter Notebook!
Project description
Run any standard Python code quality tool on a Jupyter Notebook
Table of contents
🎉 Installation
In your virtual environment, run one of the following:
python -m pip install -U nbqa
(minimal installation)python -m pip install -U nbqa[toolchain]
(install supported code quality tools as well)conda install -c conda-forge nbqa
(if you use conda)
🚀 Examples
Command-line
Reformat your notebooks with black:
$ nbqa black my_notebook.ipynb --nbqa-mutate
reformatted my_notebook.ipynb
All done! ✨ 🍰 ✨
1 files reformatted.
Sort your imports with isort:
$ nbqa isort my_notebook.ipynb --treat-comment-as-code '# %%' --nbqa-mutate
Fixing my_notebook.ipynb
Upgrade your syntax with pyupgrade:
$ nbqa pyupgrade my_notebook.ipynb --py36-plus --nbqa-mutate
Rewriting my_notebook.ipynb
See command-line examples for examples involving pylint, flake8, doctest, and mypy.
Pre-commit
Here's an example of how to set up some pre-commit hooks:
-
Put this in your
pyproject.toml
file (see configuration for details)[tool.nbqa.config] isort = "setup.cfg" black = "pyproject.toml" [tool.nbqa.mutate] isort = 1 black = 1 pyupgrade = 1 [tool.nbqa.addopts] isort = ["--treat-comment-as-code", "# %%"] pyupgrade = ["--py36-plus"]
-
Put this in your
.pre-commit-config.yaml
file (see usage as pre-commit hook)- repo: https://github.com/nbQA-dev/nbQA rev: 0.3.5 hooks: - id: nbqa-black - id: nbqa-pyupgrade - id: nbqa-isort
🥳 Used by
Take some inspiration from their config files 😉
- PyMC3: pyproject.toml .pre-commit-config.yaml
- pandas-profiling .pre-commit-config.yaml
- alibi .pre-commit-config.yaml
- NLP Profiler: pyproject.toml .pre-commit-config.yaml
💬 Testimonials
Michael Kennedy & Brian Okken, hosts of the Python Bytes podcast
This is really cool. I think it brings so much of the code formatting and code analysis, clean up to notebooks, which I think had been really lacking
Alex Andorra, Data Scientist, ArviZ & PyMC Dev, Host of 'Learning Bayesian Statistics' Podcast 🎙️:
well done on
nbqa
@MarcoGorelli ! Will be super useful in CI 😉
Girish Pasupathy, Software engineer and now core-contributor:
thanks a lot for your effort to create such a useful tool
👥 Contributing
I will give write-access to anyone who contributes anything useful (e.g. pull request / bug report) - see the contributing guide for details on how to do so.
Thanks goes to these wonderful people (emoji key):
Marco Gorelli 💻 🚧 👀 ⚠️ 🤔 |
Sebastian Weigand 🔧 👀 📖 🤔 |
Girish Pasupathy 💻 🚇 🐛 👀 🤔 |
fcatus 🚇 |
HD23me 🐛 |
mani 🤔 🚇 |
Daniel Mietchen 🤔 |
Michał Gacka 🐛 |
Happy 📖 |
Nat Taylor 🐛 |
This project follows the all-contributors specification. Contributions of any kind welcome!
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