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bento2seldon-0.4.0
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مشاهده بیشترتوضیحات
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.
| ویژگی | مقدار |
|---|---|
| سیستم عامل | - |
| نام فایل | bento2seldon-0.4.0 |
| نام | bento2seldon |
| نسخه کتابخانه | 0.4.0 |
| نگهدارنده | [] |
| ایمیل نگهدارنده | [] |
| نویسنده | fernandocamargoai |
| ایمیل نویسنده | fernando.camargo.ai@gmail.com |
| آدرس صفحه اصلی | https://github.com/fernandocamargoai/bento2seldon |
| آدرس اینترنتی | https://pypi.org/project/bento2seldon/ |
| مجوز | Apache Software License 2.0 |
# bento2seldon
<div align="center">
[](https://github.com/fernandocamargoai/bento2seldon/actions?query=workflow%3Abuild)
[](https://pypi.org/project/bento2seldon/)
[](https://github.com/fernandocamargoai/bento2seldon/pulls?utf8=%E2%9C%93&q=is%3Apr%20author%3Aapp%2Fdependabot)
[](https://github.com/psf/black)
[](https://github.com/PyCQA/bandit)
[](https://github.com/fernandocamargoai/bento2seldon/blob/master/.pre-commit-config.yaml)
[](https://github.com/fernandocamargoai/bento2seldon/releases)
[](https://github.com/fernandocamargoai/bento2seldon/blob/master/LICENSE)
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.
</div>
## Installation
```bash
pip install -U bento2seldon
```
or install with `Poetry`
```bash
poetry add bento2seldon
```
### Makefile usage
[`Makefile`](https://github.com/fernandocamargoai/bento2seldon/blob/master/Makefile) contains many functions for fast assembling and convenient work.
<details>
<summary>1. Download and remove Poetry</summary>
<p>
To download and install Poetry run:
```bash
make poetry-download
```
To uninstall
```bash
make poetry-remove
```
</p>
</details>
<details>
<summary>2. Install all dependencies and pre-commit hooks</summary>
<p>
Install requirements:
```bash
make install
```
Pre-commit hooks coulb be installed after `git init` via
```bash
make pre-commit-install
```
</p>
</details>
<details>
<summary>3. Codestyle</summary>
<p>
Automatic formatting uses `pyupgrade`, `isort` and `black`.
```bash
make codestyle
# or use synonym
make formatting
```
Codestyle checks only, without rewriting files:
```bash
make check-codestyle
```
> Note: `check-codestyle` uses `isort`, `black` and `darglint` library
<details>
<summary>4. Code security</summary>
<p>
```bash
make check-safety
```
This command launches `Poetry` integrity checks as well as identifies security issues with `Safety` and `Bandit`.
```bash
make check-safety
```
</p>
</details>
</details>
<details>
<summary>5. Type checks</summary>
<p>
Run `mypy` static type checker
```bash
make mypy
```
</p>
</details>
<details>
<summary>6. Tests</summary>
<p>
Run `pytest`
```bash
make test
```
</p>
</details>
<details>
<summary>7. All linters</summary>
<p>
Of course there is a command to ~~rule~~ run all linters in one:
```bash
make lint
```
the same as:
```bash
make test && make check-codestyle && make mypy && make check-safety
```
</p>
</details>
<details>
<summary>8. Cleanup</summary>
<p>
Delete pycache files
```bash
make pycache-remove
```
Remove package build
```bash
make build-remove
```
Or to remove pycache, build and docker image run:
```bash
make clean-all
```
</p>
</details>
## 📈 Releases
You can see the list of available releases on the [GitHub Releases](https://github.com/fernandocamargoai/bento2seldon/releases) page.
We follow [Semantic Versions](https://semver.org/) specification.
We use [`Release Drafter`](https://github.com/marketplace/actions/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`](https://github.com/fernandocamargoai/bento2seldon/blob/master/.github/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.
## Building and releasing your package
Building a new version of the application contains steps:
- Bump the version of your package `poetry version <version>`. You can pass the new version explicitly, or a rule such as `major`, `minor`, or `patch`. For more details, refer to the [Semantic Versions](https://semver.org/) standard.
- Make a commit to GitHub.
- Create a `GitHub release`.
- And... publish slightly_smiling_face `poetry publish --build`
## 🛡 License
[](https://github.com/fernandocamargoai/bento2seldon/blob/master/LICENSE)
This project is licensed under the terms of the `Apache Software License 2.0` license. See [LICENSE](https://github.com/fernandocamargoai/bento2seldon/blob/master/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 [](https://github.com/TezRomacH/python-package-template)
This project was generated with [`python-package-template`](https://github.com/TezRomacH/python-package-template)
نیازمندی
| مقدار | نام |
|---|---|
| >=4.5.0,<5.0.0) | importlib_metadata |
| >=1.8,<2.0 | pydantic |
| >=0.12,<0.13 | BentoML |
| >=5.0,<6.0 | decorator |
| >=3.0,<4.0 | redis |
زبان مورد نیاز
| مقدار | نام |
|---|---|
| >=3.7,<4.0 | Python |
نحوه نصب
نصب پکیج whl bento2seldon-0.4.0:
pip install bento2seldon-0.4.0.whl
نصب پکیج tar.gz bento2seldon-0.4.0:
pip install bento2seldon-0.4.0.tar.gz