apadua/common/: apadata-0.2.5 metadata and description
Apadata is apadua's data science library
| author | Nik Atlas |
| author_email | nikatlas@gmail.com |
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| description_content_type | text/markdown |
| license | MIT |
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| requires_dist |
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| requires_python | >=3.8.1,<4.0.0 |
| File | Tox results | History |
|---|---|---|
apadata-0.2.5-py3-none-any.whl
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apadata-0.2.5.tar.gz
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Apadata
Very first steps
Setup your environment
If you have not already setup your environment according to the SETUP guide of apadua, please do so before proceeding.
Initialize your code
- If you don't have
Poetryinstalled run:
make poetry-download
Make sure to add poetry to your PATH environment variable.
For MacOS:
echo 'export PATH="$HOME/.local/bin:$PATH"' >> ~/.zprofile
- Initialize poetry and install
pre-commithooks:
make install
make pre-commit-install
- Run the codestyle:
make codestyle
Poetry
Want to know more about Poetry? Check its documentation.
Details about Poetry
Poetry's commands are very intuitive and easy to learn, like:
poetry add numpy@latestpoetry run pytestpoetry publish --build
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 asmajor,minor, orpatch. For more details, refer to the Semantic Versions standard. - Make a commit to
GitHub. - Create a
GitHub release. - And... publish π
poetry publish --build
Articles:
- GitHub Actions Documentation.
- Maybe you would like to add gitmoji to commit names. This is really funny. π
π Features
Development features
- Supports for
Python 3.8and higher. Poetryas the dependencies manager. See configuration inpyproject.tomlandsetup.cfg.- Automatic codestyle with
black,isortandpyupgrade. - Ready-to-use
pre-commithooks with code-formatting. - Type checks with
mypy; docstring checks withdarglint; security checks withsafetyandbandit - Testing with
pytest. - Ready-to-use
.editorconfig,.dockerignore, and.gitignore. You don't have to worry about those things.
Deployment features
GitHubintegration: issue and pr templates.Github Actionswith predefined build workflow as the default CI/CD.- Everything is already set up for security checks, codestyle checks, code formatting, testing, linting, docker builds, etc with
Makefile. More details in makefile-usage. - Dockerfile for your package.
- Always up-to-date dependencies with
@dependabot. You will only enable it. - Automatic drafts of new releases with
Release Drafter. You may see the list of labels inrelease-drafter.yml. Works perfectly with Semantic Versions specification.
Open source community features
- Ready-to-use Pull Requests templates and several Issue templates.
- Files such as:
LICENSE,CONTRIBUTING.md,CODE_OF_CONDUCT.md, andSECURITY.mdare generated automatically. Stale botthat closes abandoned issues after a period of inactivity. (You will only need to setup free plan). Configuration is here.- Semantic Versions specification with
Release Drafter.
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-codestyleusesisort,blackanddarglintlibrary
Update all dev libraries to the latest version using one comand
make update-dev-deps
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 with coverage badges
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. Docker
make docker-build
which is equivalent to:
make docker-build VERSION=latest
Remove docker image with
make docker-remove
More information about docker.
9. Cleanup
Delete pycache files
make pycache-remove
Remove package build
make build-remove
Delete .DS_STORE files
make dsstore-remove
Remove .mypycache
make mypycache-remove
Or to remove all above run:
make cleanup
π 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 youβre 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 |
π Features |
bug, refactoring, bugfix, fix |
π§ Fixes & Refactoring |
build, ci, testing |
π¦ Build System & CI/CD |
breaking |
π₯ Breaking Changes |
documentation |
π Documentation |
dependencies |
β¬οΈ 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.