bento2seldon 0.3.0

This project aims to combine the awesome capabilities of BentoML in packaging models with the powerful Seldon Core engine to deploy such models. It also features an optional cache using Redis that can also be used to make the feedback loop easier by using the request ID to get back the original request and response. For now, it was created for internal use and is in alpha state. But it will soon be prepared to be used by everyone.

bento2seldon

This project aims to combine the awesome capabilities of BentoML in packaging models with the powerful Seldon Core engine to deploy such models. It also features an optional cache using Redis that can also be used to make the feedback loop easier by using the request ID to get back the original request and response. For now, it was created for internal use and is in alpha state. But it will soon be prepared to be used by everyone.

Installation

pip install -U bento2seldon

or install with Poetry

poetry add bento2seldon

Makefile usage

Makefile contains many functions for fast assembling and convenient work.

1. Download Poetry

make download-poetry

2. Install all dependencies and pre-commit hooks

make install

If you do not want to install pre-commit hooks, run the command with the NO_PRE_COMMIT flag:

make install NO_PRE_COMMIT=1

3. Check the security of your code

make check-safety

This command launches a Poetry and Pip integrity check as well as identifies security issues with Safety and Bandit. By default, the build will not crash if any of the items fail. But you can set STRICT=1 for the entire build, or you can configure strictness for each item separately.

make check-safety STRICT=1

or only for safety:

make check-safety SAFETY_STRICT=1

multiple

make check-safety PIP_STRICT=1 SAFETY_STRICT=1

List of flags for check-safety (can be set to 1 or 0): STRICT, POETRY_STRICT, PIP_STRICT, SAFETY_STRICT, BANDIT_STRICT.

4. Check the codestyle

The command is similar to check-safety but to check the code style, obviously. It uses Black, Darglint, Isort, and Mypy inside.

make check-style

It may also contain the STRICT flag.

make check-style STRICT=1

List of flags for check-style (can be set to 1 or 0): STRICT, BLACK_STRICT, DARGLINT_STRICT, ISORT_STRICT, MYPY_STRICT.

5. Run all the codestyle formaters

Codestyle uses pre-commit hooks, so ensure you've run make install before.

make codestyle

6. Run tests

make test

7. Run all the linters

make lint

the same as:

make test && make check-safety && make check-style

List of flags for lint (can be set to 1 or 0): STRICT, POETRY_STRICT, PIP_STRICT, SAFETY_STRICT, BANDIT_STRICT, BLACK_STRICT, DARGLINT_STRICT, ISORT_STRICT, MYPY_STRICT.

📈 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.

For Pull Request this labels are configured, by default:

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

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

📃 Citation

@misc{bento2seldon,
  author = {fernandocamargoai},
  title = {Bento2Seldon: A package to run BentoML models in a Kubernetes cluster with Seldon},
  year = {2021},
  publisher = {GitHub},
  journal = {GitHub repository},
  howpublished = {\url{https://github.com/fernandocamargoai/bento2seldon}}
}

Credits

This project was generated with python-package-template.