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A Python, redis-backed, distributed Multi-Armed Bandit Framework. The goal is being able to scale a MAB horizontally.

Project description

redis-bandit

Build status Python Version Dependencies Status

Code style: black Security: bandit Pre-commit Semantic Versions License

A Python, redis-backed, distributed Multi-Armed Bandit Framework. The goal is being able to scale a MAB horizontally.

Installation

pip install -U redis-bandit

or install with Poetry

poetry add redis-bandit

Makefile usage

Makefile contains a lot of functions for faster development.

1. Download and remove Poetry

To download and install Poetry run:

make poetry-download

To uninstall

make poetry-remove

2. Install all dependencies and pre-commit hooks

Install requirements:

make install

Pre-commit hooks coulb be installed after git init via

make pre-commit-install

3. Codestyle

Automatic formatting uses pyupgrade, isort and black.

make codestyle

# or use synonym
make formatting

Codestyle checks only, without rewriting files:

make check-codestyle

Note: check-codestyle uses isort, black and darglint library

4. Code security

make check-safety

This command launches Poetry integrity checks as well as identifies security issues with Safety and Bandit.

make check-safety

5. Type checks

Run mypy static type checker

make mypy

6. Tests

Run pytest

make test

7. All linters

Of course there is a command to rule run all linters in one:

make lint

the same as:

make test && make check-codestyle && make mypy && make check-safety

8. Cleanup

Delete pycache files

make pycache-remove

Remove package build

make build-remove

Or to remove pycache, build and docker image run:

make clean-all

📈 Releases

You can see the list of available releases on the GitHub Releases page.

We follow Semantic Versions specification.

We use Release Drafter. As pull requests are merged, a draft release is kept up-to-date listing the changes, ready to publish when you’re ready. With the categories option, you can categorize pull requests in release notes using labels.

List of labels and corresponding titles

Label Title in Releases
enhancement, feature 🚀 Features
bug, refactoring, bugfix, fix 🔧 Fixes & Refactoring
build, ci, testing 📦 Build System & CI/CD
breaking 💥 Breaking Changes
documentation 📝 Documentation
dependencies ⬆️ Dependencies updates

You can update it in release-drafter.yml.

GitHub creates the bug, enhancement, and documentation labels for you. Dependabot creates the dependencies label. Create the remaining labels on the Issues tab of your GitHub repository, when you need them.

🛡 License

License

This project is licensed under the terms of the Apache Software License 2.0 license. See LICENSE for more details.

📃 Citation

@misc{redis-bandit,
  author = {fernandocamargoai},
  title = {A Python, redis-backed, distributed Multi-Armed Bandit Framework. The goal is being able to scale a MAB horizontally.},
  year = {2021},
  publisher = {GitHub},
  journal = {GitHub repository},
  howpublished = {\url{https://github.com/deeplearningbrasil/redis-bandit}}
}

Credits 🚀 Your next Python package needs a bleeding-edge project structure.

This project was generated with python-package-template

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