From 14f9c617a83c66b4f8ea87b5dba7c9128e36bdcd Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Fri, 15 Nov 2024 21:01:10 +0200 Subject: [PATCH 01/10] Backup existing repo to v3 --- .env.example => v3/.env.example | 0 .pylintrc => v3/.pylintrc | 0 MANIFEST.in => v3/MANIFEST.in | 0 Pipfile => v3/Pipfile | 0 Pipfile.lock => v3/Pipfile.lock | 0 README.md => v3/README.md | 0 _config.yml => v3/_config.yml | 0 {board_game_recommender => v3/board_game_recommender}/__init__.py | 0 {board_game_recommender => v3/board_game_recommender}/__main__.py | 0 .../board_game_recommender}/__version__.py | 0 {board_game_recommender => v3/board_game_recommender}/base.py | 0 {board_game_recommender => v3/board_game_recommender}/baseline.py | 0 .../board_game_recommender}/evaluation.py | 0 .../board_game_recommender}/hyperparameter.py | 0 {board_game_recommender => v3/board_game_recommender}/light.py | 0 {board_game_recommender => v3/board_game_recommender}/rankings.py | 0 .../board_game_recommender}/recommend.py | 0 {board_game_recommender => v3/board_game_recommender}/trust.py | 0 {board_game_recommender => v3/board_game_recommender}/utils.py | 0 {notebooks => v3/notebooks}/rankings.csv | 0 {notebooks => v3/notebooks}/rankings.py | 0 {notebooks => v3/notebooks}/trust.py | 0 setup.py => v3/setup.py | 0 23 files changed, 0 insertions(+), 0 deletions(-) rename .env.example => v3/.env.example (100%) rename .pylintrc => v3/.pylintrc (100%) rename MANIFEST.in => v3/MANIFEST.in (100%) rename Pipfile => v3/Pipfile (100%) rename Pipfile.lock => v3/Pipfile.lock (100%) rename README.md => v3/README.md (100%) rename _config.yml => v3/_config.yml (100%) rename {board_game_recommender => v3/board_game_recommender}/__init__.py (100%) rename {board_game_recommender => v3/board_game_recommender}/__main__.py (100%) rename {board_game_recommender => v3/board_game_recommender}/__version__.py (100%) rename {board_game_recommender => v3/board_game_recommender}/base.py (100%) rename {board_game_recommender => v3/board_game_recommender}/baseline.py (100%) rename {board_game_recommender => v3/board_game_recommender}/evaluation.py (100%) rename {board_game_recommender => v3/board_game_recommender}/hyperparameter.py (100%) rename {board_game_recommender => v3/board_game_recommender}/light.py (100%) rename {board_game_recommender => v3/board_game_recommender}/rankings.py (100%) rename {board_game_recommender => v3/board_game_recommender}/recommend.py (100%) rename {board_game_recommender => v3/board_game_recommender}/trust.py (100%) rename {board_game_recommender => v3/board_game_recommender}/utils.py (100%) rename {notebooks => v3/notebooks}/rankings.csv (100%) rename {notebooks => v3/notebooks}/rankings.py (100%) rename {notebooks => v3/notebooks}/trust.py (100%) rename setup.py => v3/setup.py (100%) diff --git a/.env.example b/v3/.env.example similarity index 100% rename from .env.example rename to v3/.env.example diff --git a/.pylintrc b/v3/.pylintrc similarity index 100% rename from .pylintrc rename to v3/.pylintrc diff --git a/MANIFEST.in b/v3/MANIFEST.in similarity index 100% rename from MANIFEST.in rename to v3/MANIFEST.in diff --git a/Pipfile b/v3/Pipfile similarity index 100% rename from Pipfile rename to v3/Pipfile diff --git a/Pipfile.lock b/v3/Pipfile.lock similarity index 100% rename from Pipfile.lock rename to v3/Pipfile.lock diff --git a/README.md b/v3/README.md similarity index 100% rename from README.md rename to v3/README.md diff --git a/_config.yml b/v3/_config.yml similarity index 100% rename from _config.yml rename to v3/_config.yml diff --git a/board_game_recommender/__init__.py b/v3/board_game_recommender/__init__.py similarity index 100% rename from board_game_recommender/__init__.py rename to v3/board_game_recommender/__init__.py diff --git a/board_game_recommender/__main__.py b/v3/board_game_recommender/__main__.py similarity index 100% rename from board_game_recommender/__main__.py rename to v3/board_game_recommender/__main__.py diff --git a/board_game_recommender/__version__.py b/v3/board_game_recommender/__version__.py similarity index 100% rename from board_game_recommender/__version__.py rename to v3/board_game_recommender/__version__.py diff --git a/board_game_recommender/base.py b/v3/board_game_recommender/base.py similarity index 100% rename from board_game_recommender/base.py rename to v3/board_game_recommender/base.py diff --git a/board_game_recommender/baseline.py b/v3/board_game_recommender/baseline.py similarity index 100% rename from board_game_recommender/baseline.py rename to v3/board_game_recommender/baseline.py diff --git a/board_game_recommender/evaluation.py b/v3/board_game_recommender/evaluation.py similarity index 100% rename from board_game_recommender/evaluation.py rename to v3/board_game_recommender/evaluation.py diff --git a/board_game_recommender/hyperparameter.py b/v3/board_game_recommender/hyperparameter.py similarity index 100% rename from board_game_recommender/hyperparameter.py rename to v3/board_game_recommender/hyperparameter.py diff --git a/board_game_recommender/light.py b/v3/board_game_recommender/light.py similarity index 100% rename from board_game_recommender/light.py rename to v3/board_game_recommender/light.py diff --git a/board_game_recommender/rankings.py b/v3/board_game_recommender/rankings.py similarity index 100% rename from board_game_recommender/rankings.py rename to v3/board_game_recommender/rankings.py diff --git a/board_game_recommender/recommend.py b/v3/board_game_recommender/recommend.py similarity index 100% rename from board_game_recommender/recommend.py rename to v3/board_game_recommender/recommend.py diff --git a/board_game_recommender/trust.py b/v3/board_game_recommender/trust.py similarity index 100% rename from board_game_recommender/trust.py rename to v3/board_game_recommender/trust.py diff --git a/board_game_recommender/utils.py b/v3/board_game_recommender/utils.py similarity index 100% rename from board_game_recommender/utils.py rename to v3/board_game_recommender/utils.py diff --git a/notebooks/rankings.csv b/v3/notebooks/rankings.csv similarity index 100% rename from notebooks/rankings.csv rename to v3/notebooks/rankings.csv diff --git a/notebooks/rankings.py b/v3/notebooks/rankings.py similarity index 100% rename from notebooks/rankings.py rename to v3/notebooks/rankings.py diff --git a/notebooks/trust.py b/v3/notebooks/trust.py similarity index 100% rename from notebooks/trust.py rename to v3/notebooks/trust.py diff --git a/setup.py b/v3/setup.py similarity index 100% rename from setup.py rename to v3/setup.py From ecfca727043d0bff9e90fe2725a6fd79375b8284 Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Fri, 15 Nov 2024 21:10:36 +0200 Subject: [PATCH 02/10] Cruft --- .cruft.json | 18 + .github/actions/python-poetry-env/action.yml | 21 + .github/pull_request_template.md | 10 + .github/workflows/cookiecutter.yml | 79 + .github/workflows/dependencies.yml | 57 + .github/workflows/draft_release.yml | 52 + .github/workflows/release.yml | 18 + .github/workflows/test.yml | 54 + .gitignore | 62 +- .pre-commit-config.yaml | 61 +- CHANGELOG.md | 6 + LICENSE | 27 +- README.md | 91 ++ docs/api_docs.md | 3 + docs/changelog.md | 1 + docs/index.md | 1 + mkdocs.yml | 34 + poetry.lock | 1526 ++++++++++++++++++ poetry.toml | 2 + pyproject.toml | 125 ++ src/board_game_recommender/__init__.py | 0 src/board_game_recommender/py.typed | 0 tests/__init__.py | 0 23 files changed, 2170 insertions(+), 78 deletions(-) create mode 100644 .cruft.json create mode 100644 .github/actions/python-poetry-env/action.yml create mode 100644 .github/pull_request_template.md create mode 100644 .github/workflows/cookiecutter.yml create mode 100644 .github/workflows/dependencies.yml create mode 100644 .github/workflows/draft_release.yml create mode 100644 .github/workflows/release.yml create mode 100644 .github/workflows/test.yml create mode 100644 CHANGELOG.md create mode 100644 README.md create mode 100644 docs/api_docs.md create mode 100644 docs/changelog.md create mode 100644 docs/index.md create mode 100644 mkdocs.yml create mode 100644 poetry.lock create mode 100644 poetry.toml create mode 100644 pyproject.toml create mode 100644 src/board_game_recommender/__init__.py create mode 100644 src/board_game_recommender/py.typed create mode 100644 tests/__init__.py diff --git a/.cruft.json b/.cruft.json new file mode 100644 index 0000000..f53d42a --- /dev/null +++ b/.cruft.json @@ -0,0 +1,18 @@ +{ + "template": "https://github.com/woltapp/wolt-python-package-cookiecutter", + "commit": "b25684a2c63387153b83a1cc03ea332be8c8279a", + "checkout": null, + "context": { + "cookiecutter": { + "author_name": "Markus Shepherd", + "author_email": "markus@recommend.games", + "github_username": "recommend-games", + "project_name": "Board Game Recommender", + "project_slug": "board-game-recommender", + "package_name": "board_game_recommender", + "project_short_description": "Board game recommendation engine.", + "_template": "https://github.com/woltapp/wolt-python-package-cookiecutter" + } + }, + "directory": null +} diff --git a/.github/actions/python-poetry-env/action.yml b/.github/actions/python-poetry-env/action.yml new file mode 100644 index 0000000..455d73e --- /dev/null +++ b/.github/actions/python-poetry-env/action.yml @@ -0,0 +1,21 @@ +name: 'Setup Python + Poetry environment' +description: 'Setup Python + Poetry environment' + +inputs: + python-version: + required: false + description: 'Python version' + default: '3.12' +outputs: {} +runs: + using: 'composite' + steps: + - uses: actions/setup-python@v5 + with: + python-version: ${{inputs.python-version}} + - name: Install poetry + run: python -m pip install poetry + shell: bash + - name: Create virtual environment + run: poetry install + shell: bash diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md new file mode 100644 index 0000000..5e7937b --- /dev/null +++ b/.github/pull_request_template.md @@ -0,0 +1,10 @@ +## Description + +A short description about the changes in this pull request. If the pull request is related to some issue, mention it + here. + +## Checklist + +- [ ] Tests covering the new functionality have been added +- [ ] Documentation has been updated OR the change is too minor to be documented +- [ ] Changes are listed in the `CHANGELOG.md` OR changes are insignificant diff --git a/.github/workflows/cookiecutter.yml b/.github/workflows/cookiecutter.yml new file mode 100644 index 0000000..c9886db --- /dev/null +++ b/.github/workflows/cookiecutter.yml @@ -0,0 +1,79 @@ +name: Autoupdate project structure +on: + workflow_dispatch: + schedule: + - cron: "0 0 * * *" # at the end of every day + +jobs: + auto-update-project: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: "3.12" + + - name: Install dependencies + run: python -m pip install cruft poetry jello tabulate + + - name: Update project structure + run: | + cruft update -y + + - name: Check if there are changes + id: changes + run: echo "::set-output name=changed::$(git status --porcelain | wc -l)" + + - name: apply additional changes and fixes + if: steps.changes.outputs.changed > 0 + run: | + poetry lock --no-update # add new dependencies + poetry install + poetry run pre-commit run -a || true # we have to fix other issues manually + + - name: Get template versions + id: get_versions + if: steps.changes.outputs.changed > 0 + shell: bash + run: | + CURRENT_VERSION=$(git show HEAD:.cruft.json | jello -r "_['commit'][:8]") + NEXT_VERSION=$(jello -r "_['commit'][:8]" < .cruft.json) + echo ::set-output name="current_version::$CURRENT_VERSION" + echo ::set-output name="next_version::$NEXT_VERSION" + + - name: Get changelog + id: get_changelog + if: steps.changes.outputs.changed > 0 + shell: bash + run: | + TEMPLATE=$(jello -r "_['template']" < .cruft.json) + git clone "$TEMPLATE" /tmp/template + cd /tmp/template + body=$( (echo "Date;Change;Hash"; git log --pretty=format:"%as;%s;%h" ${{ steps.get_versions.outputs.current_version }}..${{ steps.get_versions.outputs.next_version }}) | tabulate --header --format github -s ';' -) + body=$(cat < 0 && env.GITHUB_TOKEN != 0 }} + uses: peter-evans/create-pull-request@v3 + with: + token: ${{ env.GITHUB_TOKEN }} + commit-message: >- + chore: update project structure to ${{ steps.get_versions.outputs.next_version }} + title: "[Actions] Auto-Update cookiecutter template" + body: ${{ steps.get_changelog.outputs.changelog }} + branch: chore/auto-update-project-from-template + delete-branch: true diff --git a/.github/workflows/dependencies.yml b/.github/workflows/dependencies.yml new file mode 100644 index 0000000..a657d27 --- /dev/null +++ b/.github/workflows/dependencies.yml @@ -0,0 +1,57 @@ +name: Autoupdate dependencies +on: + workflow_dispatch: + schedule: + - cron: "0 0 1 * *" + +jobs: + auto-update-dependencies: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - uses: ./.github/actions/python-poetry-env + + - name: Install tabulate + run: python -m pip install tabulate + + - name: Gather outdated dependencies + id: check_for_outdated_dependencies + run: | + body=$(poetry show -o -n) + echo ::set-output name="body::$body" + + - name: Format PR message + if: ${{ steps.check_for_outdated_dependencies.outputs.body != 0 }} + id: get_outdated_dependencies + shell: bash + run: | + body=$(poetry show -o -n | sed 's/(!)//' | awk 'BEGIN {print "Package","Used","Update"}; {print $1,$2,$3}' | tabulate --header --format github -) + body=$(cat <- + chore: update dependencies + title: "[Actions] Auto-Update dependencies" + body: ${{ steps.get_outdated_dependencies.outputs.body }} + branch: chore/update-dependencies + delete-branch: true diff --git a/.github/workflows/draft_release.yml b/.github/workflows/draft_release.yml new file mode 100644 index 0000000..16f391f --- /dev/null +++ b/.github/workflows/draft_release.yml @@ -0,0 +1,52 @@ +name: Draft a release + +on: + workflow_dispatch: + inputs: + version: + description: 'The version number (e.g. 1.2.3) OR one of: patch|minor|major|prepatch|preminor|premajor|prerelease' + required: true + default: 'patch' + +jobs: + draft-release: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - uses: ./.github/actions/python-poetry-env + - name: Update version + id: updated_version + shell: bash + run: | + poetry version ${{ github.event.inputs.version }} + version=$(poetry version --short) + echo ::set-output name="version::$version" + - name: Update changelog + id: changelog + shell: bash + run: | + poetry run kacl-cli release ${{ steps.updated_version.outputs.version }} --modify --auto-link + echo "" >> CHANGELOG.md + body=$(poetry run kacl-cli get ${{ steps.updated_version.outputs.version }}) + body="${body//'%'/'%25'}" + body="${body//$'\n'/'%0A'}" + body="${body//$'\r'/'%0D'}" + echo ::set-output name="body::$body" + - name: Commit changes + uses: EndBug/add-and-commit@v7 + with: + add: 'CHANGELOG.md pyproject.toml' + message: 'Release ${{ steps.updated_version.outputs.version }}' + - name: Create tag + run: | + git tag ${{ steps.updated_version.outputs.version }} + git push origin ${{ steps.updated_version.outputs.version }} + - name: Create a draft release + uses: actions/create-release@v1 + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + with: + tag_name: ${{ steps.updated_version.outputs.version }} + release_name: Release ${{ steps.updated_version.outputs.version }} + body: ${{ steps.changelog.outputs.body }} + draft: true diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml new file mode 100644 index 0000000..070b134 --- /dev/null +++ b/.github/workflows/release.yml @@ -0,0 +1,18 @@ +name: Release + +on: + release: + types: [ published ] + +jobs: + build-and-publish: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - uses: ./.github/actions/python-poetry-env + - name: Publish to pypi + run: | + poetry config pypi-token.pypi ${{ secrets.PYPI_TOKEN }} + poetry publish --build --no-interaction + - name: Deploy docs + run: poetry run mkdocs gh-deploy --force diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml new file mode 100644 index 0000000..4a7c0f2 --- /dev/null +++ b/.github/workflows/test.yml @@ -0,0 +1,54 @@ +name: Test + +on: + pull_request: + push: + branches: + - "**" + +jobs: + actionlint: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - name: Download actionlint + run: bash <(curl https://raw.githubusercontent.com/rhysd/actionlint/main/scripts/download-actionlint.bash) 1.6.21 + shell: bash + - name: Check workflow files + run: ./actionlint -color + shell: bash + + lint-cruft: + name: Check if automatic project update was successful + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - name: Fail if .rej files exist as structure update was not successful + run: test -z "$(find . -iname '*.rej')" + + pre-commit: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - uses: ./.github/actions/python-poetry-env + - run: poetry run pre-commit run --all-files + + test: + runs-on: ubuntu-latest + strategy: + fail-fast: false + matrix: + python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"] + steps: + - uses: actions/checkout@v4 + - uses: ./.github/actions/python-poetry-env + with: + python-version: ${{ matrix.python-version }} + - run: poetry run pytest + + docs: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - uses: ./.github/actions/python-poetry-env + - run: poetry run mkdocs build diff --git a/.gitignore b/.gitignore index f044718..42d1a70 100644 --- a/.gitignore +++ b/.gitignore @@ -8,7 +8,6 @@ __pycache__/ # Distribution / packaging .Python -env/ build/ develop-eggs/ dist/ @@ -24,12 +23,7 @@ wheels/ *.egg-info/ .installed.cfg *.egg - -# PyInstaller -# Usually these files are written by a python script from a template -# before PyInstaller builds the exe, so as to inject date/other infos into it. -*.manifest -*.spec +MANIFEST # Installer logs pip-log.txt @@ -43,24 +37,9 @@ htmlcov/ .cache nosetests.xml coverage.xml -*,cover +*.cover .hypothesis/ -.mypy* - -# Translations -*.mo -*.pot - -# Django stuff: -*.log -local_settings.py - -# Flask stuff: -instance/ -.webassets-cache - -# Scrapy stuff: -.scrapy +.pytest_cache/ # Sphinx documentation docs/_build/ @@ -74,38 +53,33 @@ target/ # pyenv .python-version -# celery beat schedule file -celerybeat-schedule - -# dotenv +# Environments .env - -# virtualenv -.venv/ +.venv +env/ venv/ ENV/ +env.bak/ +venv.bak/ # Spyder project settings .spyderproject +.spyproject # Rope project settings .ropeproject -# others -.DS_Store -.~* -._* -bin/ -include/ -share/ -pip-selfcheck.json +# mkdocs documentation +/site + +# mypy +.mypy_cache/ + +# IDEs +.idea/ -results -feeds/ -recommender/ -.tc*/ +# Project specific .bga* .bgg* -*.csv *.ipynb *.npz diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 4343c0a..5ffea6c 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -1,24 +1,45 @@ +exclude: '^v3/.*$' repos: - repo: https://github.com/pre-commit/pre-commit-hooks - rev: v4.4.0 + rev: v4.0.1 hooks: - - id: check-yaml - - id: end-of-file-fixer - - id: trailing-whitespace - exclude: ^notebooks/ -- repo: https://github.com/asottile/pyupgrade - rev: v3.3.1 + - id: check-ast + - id: check-added-large-files + - id: check-merge-conflict + - id: check-case-conflict + - id: check-docstring-first + - id: check-json + - id: check-yaml + - id: debug-statements + - id: end-of-file-fixer + exclude: 'CHANGELOG.md' + - id: trailing-whitespace + - id: mixed-line-ending +- repo: local hooks: - - id: pyupgrade - exclude: ^notebooks/ -- repo: https://github.com/psf/black - rev: '23.3.0' - hooks: - - id: black - exclude: ^notebooks/ -- repo: https://github.com/pycqa/isort - rev: '5.12.0' - hooks: - - id: isort - exclude: ^notebooks/ - args: ["--profile", "black", "--filter-files"] + - id: ruff-format + name: ruff-format + entry: poetry run ruff format + require_serial: true + language: system + types: [ python ] + - id: ruff + name: ruff + # Add --fix, in case you want it to autofix when this hook runs + entry: poetry run ruff check --fix --unsafe-fixes --force-exclude + require_serial: true + language: system + types: [ python ] + - id: mypy + name: mypy + entry: poetry run mypy --exclude v3 . + require_serial: true + language: system + types: [python] + pass_filenames: false + - id: kacl-verify + name: kacl-verify + entry: poetry run kacl-cli verify + language: system + files: 'CHANGELOG.md' + pass_filenames: false diff --git a/CHANGELOG.md b/CHANGELOG.md new file mode 100644 index 0000000..4f436d9 --- /dev/null +++ b/CHANGELOG.md @@ -0,0 +1,6 @@ +# Changelog +All notable changes to this project will be documented in this file. + +The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/), and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). + +## Unreleased diff --git a/LICENSE b/LICENSE index 3d14243..0032271 100644 --- a/LICENSE +++ b/LICENSE @@ -1,21 +1,20 @@ -MIT License +The MIT License (MIT) -Copyright (c) 2019 Markus Shepherd +Copyright (c) 2024 Markus Shepherd -Permission is hereby granted, free of charge, to any person obtaining a copy -of this software and associated documentation files (the "Software"), to deal -in the Software without restriction, including without limitation the rights -to use, copy, modify, merge, publish, distribute, sublicense, and/or sell -copies of the Software, and to permit persons to whom the Software is -furnished to do so, subject to the following conditions: +Permission is hereby granted, free of charge, to any person obtaining a copy of +this software and associated documentation files (the "Software"), to deal in +the Software without restriction, including without limitation the rights to +use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +the Software, and to permit persons to whom the Software is furnished to do so, +subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR -IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, -FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE -AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER -LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, -OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE -SOFTWARE. +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. diff --git a/README.md b/README.md new file mode 100644 index 0000000..a3e76d3 --- /dev/null +++ b/README.md @@ -0,0 +1,91 @@ +# Board Game Recommender + +[![PyPI](https://img.shields.io/pypi/v/board-game-recommender?style=flat-square)](https://pypi.python.org/pypi/board-game-recommender/) +[![PyPI - Python Version](https://img.shields.io/pypi/pyversions/board-game-recommender?style=flat-square)](https://pypi.python.org/pypi/board-game-recommender/) +[![PyPI - License](https://img.shields.io/pypi/l/board-game-recommender?style=flat-square)](https://pypi.python.org/pypi/board-game-recommender/) +[![Coookiecutter - Wolt](https://img.shields.io/badge/cookiecutter-Wolt-00c2e8?style=flat-square&logo=cookiecutter&logoColor=D4AA00&link=https://github.com/woltapp/wolt-python-package-cookiecutter)](https://github.com/woltapp/wolt-python-package-cookiecutter) + + +--- + +**Documentation**: [https://recommend-games.github.io/board-game-recommender](https://recommend-games.github.io/board-game-recommender) + +**Source Code**: [https://github.com/recommend-games/board-game-recommender](https://github.com/recommend-games/board-game-recommender) + +**PyPI**: [https://pypi.org/project/board-game-recommender/](https://pypi.org/project/board-game-recommender/) + +--- + +Board game recommendation engine. + +## Installation + +```sh +pip install board-game-recommender +``` + +## Development + +* Clone this repository +* Requirements: + * [Poetry](https://python-poetry.org/) + * Python 3.8+ +* Create a virtual environment and install the dependencies + +```sh +poetry install +``` + +* Activate the virtual environment + +```sh +poetry shell +``` + +### Testing + +```sh +pytest +``` + +### Documentation + +The documentation is automatically generated from the content of the [docs directory](https://github.com/recommend-games/board-game-recommender/tree/master/docs) and from the docstrings + of the public signatures of the source code. The documentation is updated and published as a [Github Pages page](https://pages.github.com/) automatically as part each release. + +### Releasing + +Trigger the [Draft release workflow](https://github.com/recommend-games/board-game-recommender/actions/workflows/draft_release.yml) +(press _Run workflow_). This will update the changelog & version and create a GitHub release which is in _Draft_ state. + +Find the draft release from the +[GitHub releases](https://github.com/recommend-games/board-game-recommender/releases) and publish it. When + a release is published, it'll trigger [release](https://github.com/recommend-games/board-game-recommender/blob/master/.github/workflows/release.yml) workflow which creates PyPI + release and deploys updated documentation. + +### Pre-commit + +Pre-commit hooks run all the auto-formatting (`ruff format`), linters (e.g. `ruff` and `mypy`), and other quality + checks to make sure the changeset is in good shape before a commit/push happens. + +You can install the hooks with (runs for each commit): + +```sh +pre-commit install +``` + +Or if you want them to run only for each push: + +```sh +pre-commit install -t pre-push +``` + +Or if you want e.g. want to run all checks manually for all files: + +```sh +pre-commit run --all-files +``` + +--- + +This project was generated using the [wolt-python-package-cookiecutter](https://github.com/woltapp/wolt-python-package-cookiecutter) template. diff --git a/docs/api_docs.md b/docs/api_docs.md new file mode 100644 index 0000000..1231bf8 --- /dev/null +++ b/docs/api_docs.md @@ -0,0 +1,3 @@ +# API documentation + +:::board_game_recommender diff --git a/docs/changelog.md b/docs/changelog.md new file mode 100644 index 0000000..786b75d --- /dev/null +++ b/docs/changelog.md @@ -0,0 +1 @@ +--8<-- "CHANGELOG.md" diff --git a/docs/index.md b/docs/index.md new file mode 100644 index 0000000..612c7a5 --- /dev/null +++ b/docs/index.md @@ -0,0 +1 @@ +--8<-- "README.md" diff --git a/mkdocs.yml b/mkdocs.yml new file mode 100644 index 0000000..b9a0ba6 --- /dev/null +++ b/mkdocs.yml @@ -0,0 +1,34 @@ +site_name: "Board Game Recommender" +repo_url: https://github.com/recommend-games/board-game-recommender + +theme: + name: material + palette: + - scheme: default + toggle: + icon: material/toggle-switch-off-outline + name: Switch to dark mode + - scheme: slate + toggle: + icon: material/toggle-switch + name: Switch to light mode + +nav: + - Introduction: 'index.md' + - api_docs.md + - changelog.md + +markdown_extensions: + - pymdownx.snippets: + check_paths: true + +plugins: + - search: + - mkdocstrings: + default_handler: python + handlers: + python: + options: + show_signature_annotations: true + show_source: true + show_submodules: true diff --git a/poetry.lock b/poetry.lock new file mode 100644 index 0000000..80aff3f --- /dev/null +++ b/poetry.lock @@ -0,0 +1,1526 @@ +# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. + +[[package]] +name = "babel" +version = "2.16.0" +description = "Internationalization utilities" +optional = false +python-versions = ">=3.8" +files = [ + {file = "babel-2.16.0-py3-none-any.whl", hash = "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b"}, + {file = "babel-2.16.0.tar.gz", hash = "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316"}, +] + +[package.extras] +dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"] + +[[package]] +name = "certifi" +version = "2024.8.30" +description = "Python package for providing Mozilla's CA Bundle." +optional = false +python-versions = ">=3.6" +files = [ + {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"}, + {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"}, +] + +[[package]] +name = "cfgv" +version = "3.4.0" +description = "Validate configuration and produce human readable error messages." +optional = false +python-versions = ">=3.8" +files = [ + {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"}, + {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"}, +] + +[[package]] +name = "charset-normalizer" +version = "3.4.0" +description = "The Real First Universal Charset Detector. 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if you don't want some rules. +# If you need some ignores for certain modules, see tool.ruff.lint.per-file-ignores below. +# For individual ignore cases, prefer inline `# noqa`s within the code. +select = ["ALL"] +ignore = [ + "ANN", # Type hints related, let mypy handle these. + "D", # Docstrings related, way too strict to our taste + "ERA001", # Found commented-out code + "RUF001", # String contains ambiguous `–` (EN DASH) + "TD", # TODO + "FIX", # FIXME, + "S101", # "Use of `assert` detected" +] + +[tool.ruff.lint.per-file-ignores] +"tests/**" = [ + "S101", # "Use of `assert` detected" + "ARG", # "Unused function argument". Fixtures are often unused. + "S105", # "Possible hardcoded password". +] + +[tool.ruff.lint.mccabe] +max-complexity = 10 + +[tool.ruff.lint.pep8-naming] +classmethod-decorators = [ + "classmethod", + "pydantic.validator", + "pydantic.root_validator", +] + +[tool.pytest.ini_options] +addopts = """\ + --cov board_game_recommender \ + --cov tests \ + --cov-report term-missing \ + --no-cov-on-fail \ +""" + +[tool.coverage.report] +fail_under = 100 +exclude_lines = [ + 'if TYPE_CHECKING:', + 'pragma: no cover' +] + +[tool.mypy] +# This is the global mypy configuration. +# Avoid changing this! +strict = true # See all the enabled flags `mypy --help | grep -A 10 'Strict mode'` +disallow_any_unimported = false +disallow_subclassing_any = false + +# If you need to ignore something for some specific module, +# add overrides for them. Avoid changing the global config! +# For example: +# [[tool.mypy.overrides]] +# module = [ +# "my_unpyted_dependency1.*", +# "my_unpyted_dependency2.*" +# ] +# ignore_missing_imports = true + +# [[tool.mypy.overrides]] +# module = [ +# "tests/my_thing/test_my_thing", +# ] +# disallow_untyped_defs = false diff --git a/src/board_game_recommender/__init__.py b/src/board_game_recommender/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/src/board_game_recommender/py.typed b/src/board_game_recommender/py.typed new file mode 100644 index 0000000..e69de29 diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 0000000..e69de29 From 857cfc11ed255c82ca06e0c950dd2fd0243bb6c3 Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Fri, 15 Nov 2024 22:25:11 +0200 Subject: [PATCH 03/10] Replace Py3.9 with Py3.13 in .github/workflows/test.yml --- .github/workflows/test.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index 4a7c0f2..7760011 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -38,7 +38,7 @@ jobs: strategy: fail-fast: false matrix: - python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"] + python-version: ["3.9", "3.10", "3.11", "3.12", "3.13"] steps: - uses: actions/checkout@v4 - uses: ./.github/actions/python-poetry-env From f293cede6d56eebd6f37612e80b479c8259ef608 Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Mon, 9 Dec 2024 21:41:09 +0200 Subject: [PATCH 04/10] Update .pre-commit-config.yaml and pyproject.toml --- .pre-commit-config.yaml | 4 ++-- pyproject.toml | 26 +++++++++++++------------- 2 files changed, 15 insertions(+), 15 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 5ffea6c..cadb3c2 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -22,14 +22,14 @@ repos: entry: poetry run ruff format require_serial: true language: system - types: [ python ] + types: [python] - id: ruff name: ruff # Add --fix, in case you want it to autofix when this hook runs entry: poetry run ruff check --fix --unsafe-fixes --force-exclude require_serial: true language: system - types: [ python ] + types: [python] - id: mypy name: mypy entry: poetry run mypy --exclude v3 . diff --git a/pyproject.toml b/pyproject.toml index 3e2bd91..f576d09 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -13,22 +13,22 @@ homepage = "https://recommend-games.github.io/board-game-recommender" repository = "https://github.com/recommend-games/board-game-recommender" classifiers = [ - "Development Status :: 4 - Beta", - "Intended Audience :: Developers", - "Operating System :: OS Independent", - "Programming Language :: Python", - "Programming Language :: Python :: 3", - "Programming Language :: Python :: 3.9", - "Programming Language :: Python :: 3.10", - "Programming Language :: Python :: 3.11", - "Programming Language :: Python :: 3.12", - "Programming Language :: Python :: 3.13", - "Topic :: Software Development :: Libraries :: Python Modules", - "Typing :: Typed", + "Development Status :: 4 - Beta", + "Intended Audience :: Developers", + "Operating System :: OS Independent", + "Programming Language :: Python", + "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3.9", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", + "Programming Language :: Python :: 3.13", + "Topic :: Software Development :: Libraries :: Python Modules", + "Typing :: Typed", ] packages = [ - { include = "board_game_recommender", from = "src" } + {include = "board_game_recommender", from = "src"}, ] [tool.poetry.dependencies] From 5dc339bcbec0ea1752ff2179ac112a7d2cb5a2f3 Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Tue, 10 Dec 2024 08:04:00 +0200 Subject: [PATCH 05/10] Small updates --- poetry.lock | 234 ++++++++++++++++++++++++++++--------------------- pyproject.toml | 6 +- 2 files changed, 136 insertions(+), 104 deletions(-) diff --git a/poetry.lock b/poetry.lock index 80aff3f..1ea8076 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand. 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"pre-commit" version = "4.0.1" @@ -1553,4 +1648,4 @@ type = ["pytest-mypy"] [metadata] lock-version = "2.0" python-versions = ">=3.9.0, <4.0" -content-hash = "8cd8d668ce6e21b3c350a1598f3cd4a3d22331920bc8f79bb34810c25566b716" +content-hash = "f38a30a9c0041357ab230812eb8c8e495eb82fe7d680050443fbde77a8681ad9" diff --git a/pyproject.toml b/pyproject.toml index be6d4cc..9012409 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -34,6 +34,9 @@ packages = [ [tool.poetry.dependencies] python = ">=3.9.0, <4.0" +numpy = "*" +polars = "*" + [tool.poetry.group.dev.dependencies] mkdocstrings = {version = ">=0.23", extras = ["python"]} mkdocs-material = "*" From bab1118043a938ceefdd3a1b3cebcd8497a16228 Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Tue, 10 Dec 2024 08:15:12 +0200 Subject: [PATCH 07/10] BaseGamesRecommender --- src/board_game_recommender/base.py | 125 +++++++++++++++++++++++++++++ 1 file changed, 125 insertions(+) create mode 100644 src/board_game_recommender/base.py diff --git a/src/board_game_recommender/base.py b/src/board_game_recommender/base.py new file mode 100644 index 0000000..96e1238 --- /dev/null +++ b/src/board_game_recommender/base.py @@ -0,0 +1,125 @@ +"""Abstract base recommender class.""" + +from __future__ import annotations + +from abc import ABC, abstractmethod +from typing import TYPE_CHECKING, Generic, TypeVar + +import numpy as np + +if TYPE_CHECKING: + from collections.abc import Iterable + from collections.abc import Set as AbstractSet + + import polars as pl + +GameKeyType = TypeVar("GameKeyType") +UserKeyType = TypeVar("UserKeyType") + + +class BaseGamesRecommender(ABC, Generic[GameKeyType, UserKeyType]): + """Abstract base games recommender class.""" + + @property + @abstractmethod + def known_games(self) -> AbstractSet[GameKeyType]: + """IDs of all known games.""" + + @property + def num_games(self) -> int: + """Number of known games.""" + return len(self.known_games) + + @property + @abstractmethod + def rated_games(self) -> AbstractSet[GameKeyType]: + """IDs of all rated games.""" + + @property + @abstractmethod + def known_users(self) -> AbstractSet[UserKeyType]: + """IDs of all known users.""" + + @property + def num_users(self) -> int: + """Number of known users.""" + return len(self.known_users) + + @abstractmethod + def recommend( + self, + users: Iterable[UserKeyType], + **kwargs, + ) -> pl.DataFrame: + """Recommend games for given users.""" + + @abstractmethod + def recommend_as_numpy( + self, + users: Iterable[UserKeyType], + games: Iterable[GameKeyType], + ) -> np.ndarray: + """Recommend games for given users and games as a numpy array.""" + + @abstractmethod + def recommend_group( + self, + users: Iterable[UserKeyType], + **kwargs, + ) -> pl.DataFrame: + """Recommend games for given group of users.""" + + @abstractmethod + def recommend_group_as_numpy( + self, + users: Iterable[UserKeyType], + games: Iterable[GameKeyType], + ) -> np.ndarray: + """Recommend games for given group of users and games as a numpy array.""" + + @abstractmethod + def recommend_similar( + self, + games: Iterable[GameKeyType], + **kwargs, + ) -> pl.DataFrame: + """Recommend games similar to the given ones.""" + + @abstractmethod + def similar_games( + self, + games: Iterable[GameKeyType], + **kwargs, + ) -> pl.DataFrame: + """Find games similar to the given ones.""" + + def recommend_random_games_as_numpy( + self, + users: Iterable[UserKeyType], + games: Iterable[GameKeyType], + *, + num_games: int = 1, + random_seed: int | None = None, + ) -> np.ndarray: + """ + Select random games based on recommendations for a given group of + users and games as a numpy array. + """ + + users = list(users) + games = list(games) + + if not games: + return np.array([]) + + # TODO: allow for different weighting schemes + weights = self.recommend_group_as_numpy(users, games).reshape(-1) + weights = np.exp(weights) + + rng = np.random.default_rng(seed=random_seed) + return rng.choice( + a=games, # type: ignore[arg-type] + size=min(num_games, len(games)), + replace=False, + p=weights / weights.sum(), + ) From f859c6103df91fe6382746289394e4e356ed480e Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Tue, 10 Dec 2024 08:19:30 +0200 Subject: [PATCH 08/10] src/board_game_recommender/{base => abc}.py --- src/board_game_recommender/{base.py => abc.py} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename src/board_game_recommender/{base.py => abc.py} (100%) diff --git a/src/board_game_recommender/base.py b/src/board_game_recommender/abc.py similarity index 100% rename from src/board_game_recommender/base.py rename to src/board_game_recommender/abc.py From f356b023c298ea57b46916cdbdec600eae48948c Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Thu, 12 Dec 2024 22:00:21 +0200 Subject: [PATCH 09/10] Added ipython to dependencies --- poetry.lock | 225 ++++++++++++++++++++++++++++++++++++++++++++++++- pyproject.toml | 1 + 2 files changed, 225 insertions(+), 1 deletion(-) diff --git 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displayed width of unicode strings in a terminal" +optional = false +python-versions = "*" +files = [ + {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"}, + {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"}, +] + [[package]] name = "zipp" version = "3.21.0" @@ -1648,4 +1871,4 @@ type = ["pytest-mypy"] [metadata] lock-version = "2.0" python-versions = ">=3.9.0, <4.0" -content-hash = "f38a30a9c0041357ab230812eb8c8e495eb82fe7d680050443fbde77a8681ad9" +content-hash = "9511413b88aced7ead93e88787bdc3a4d38d3fc4352f83ffbe637cc8ddc9edbe" diff --git a/pyproject.toml b/pyproject.toml index 9012409..9a49bc1 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -38,6 +38,7 @@ numpy = "*" polars = "*" [tool.poetry.group.dev.dependencies] +ipython = "*" mkdocstrings = {version = ">=0.23", extras = ["python"]} mkdocs-material = "*" mypy = "*" From c2884e2e0b7f1ae7612019d69d887c8fe6e174da Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Thu, 12 Dec 2024 22:45:56 +0200 Subject: [PATCH 10/10] Added baseline implementations of BaseGamesRecommender --- src/board_game_recommender/baseline.py | 329 +++++++++++++++++++++++++ 1 file changed, 329 insertions(+) create mode 100644 src/board_game_recommender/baseline.py diff --git a/src/board_game_recommender/baseline.py b/src/board_game_recommender/baseline.py new file mode 100644 index 0000000..d3481f3 --- /dev/null +++ b/src/board_game_recommender/baseline.py @@ -0,0 +1,329 @@ +"""Baseline recommender models.""" + +from __future__ import annotations + +from collections import defaultdict +from typing import TYPE_CHECKING, cast + +import numpy as np +import polars as pl + +from board_game_recommender.abc import BaseGamesRecommender + +if TYPE_CHECKING: + from collections.abc import Iterable + from pathlib import Path + from typing import Any, Self + + +def dataframe_from_scores( + *, + users: Iterable[str], + games: Iterable[Any], + scores: np.ndarray, # shape: (users, games) +) -> pl.DataFrame: + """Creates a Pandas DataFrame out of raw recommendation scores.""" + + users = tuple(users) + games = tuple(games) + + rank_cols = ( + pl.col(f"{column}_score") + .rank(method="min", descending=True) + .alias(f"{column}_rank") + for column in users + ) + + result = ( + pl.DataFrame( + data=scores.T, + schema=[f"{column}_score" for column in users], + ) + .lazy() + .with_columns( + pl.Series("index", games), + *rank_cols, + ) + ) + + if len(users) == 1: + result = result.sort(f"{users[0]}_rank") + + return result.collect() + + +class RandomGamesRecommender(BaseGamesRecommender): + """Random recommender.""" + + def __init__(self) -> None: + self.rng = np.random.default_rng() + + @property + def known_games(self) -> frozenset[int]: + return frozenset() + + @property + def rated_games(self) -> frozenset[int]: + return frozenset() + + @property + def known_users(self) -> frozenset[str]: + return frozenset() + + def _recommendation_scores(self, users: int, games: int) -> np.ndarray: + """Random scores.""" + return self.rng.random((users, games)) + + def recommend( # type: ignore[override] + self, + users: Iterable[str], + games: Iterable[int], + **kwargs, # noqa: ARG002 + ) -> pl.DataFrame: + """Random recommendations for certain users.""" + + users = list(users) + games = list(games) + scores = self._recommendation_scores(users=len(users), games=len(games)) + + return dataframe_from_scores(users=users, games=games, scores=scores) + + def recommend_as_numpy( + self, + users: Iterable[str], + games: Iterable[int], + ) -> np.ndarray: + """Random recommendations for certain users and games as a numpy array.""" + users = list(users) + games = list(games) + return self._recommendation_scores(users=len(users), games=len(games)) + + def recommend_group( # type: ignore[override] + self, + users: Iterable[str], # noqa: ARG002 + games: Iterable[int], + **kwargs, # noqa: ARG002 + ) -> pl.DataFrame: + """Random recommendations for a group of users.""" + + games = list(games) + scores = self._recommendation_scores(users=1, games=len(games)) + + return dataframe_from_scores(users=["_all"], games=games, scores=scores) + + def recommend_group_as_numpy( + self, + users: Iterable[str], # noqa: ARG002 + games: Iterable[int], + ) -> np.ndarray: + """Random recommendations for a group of users and games as a numpy array.""" + games = list(games) + return self._recommendation_scores(users=1, games=len(games)) + + def recommend_similar(self, games: Iterable[int], **kwargs) -> pl.DataFrame: + raise NotImplementedError + + def similar_games(self, games: Iterable[int], **kwargs) -> pl.DataFrame: + raise NotImplementedError + + +class PopularGamesRecommender(BaseGamesRecommender): + """Popular games recommender.""" + + id_field: str = "bgg_id" + user_id_field: str = "bgg_user_name" + rating_id_field: str = "bgg_user_rating" + + scores: dict[int, float] + raw_scores: np.ndarray + default_value: float + game_ids: tuple[int, ...] + + _known_games: frozenset[int] | None = None + + def __init__( + self, + game_ids: Iterable[int], + scores: np.ndarray, + default_value: float | None = None, + ) -> None: + self.default_value = ( + default_value if default_value is not None else scores.mean() + ) + self.raw_scores = scores + self.game_ids = tuple(game_ids) + self.scores = defaultdict( + self.default_factory, + zip(self.game_ids, self.raw_scores), + ) + + @classmethod + def train(cls, ratings: pl.DataFrame) -> Self: + """Train the recommender from ratings data.""" + raise NotImplementedError + + @classmethod + def train_from_csv(cls, ratings_file: Path | str) -> Self: + """Train the recommender from a ratings file in CSV format.""" + ratings = pl.read_csv(ratings_file) + return cls.train( + ratings.select(cls.id_field, cls.user_id_field, cls.rating_id_field), + ) + + @classmethod + def train_from_json_lines(cls, ratings_file: Path | str) -> Self: + """Train the recommender from a ratings file in JSON lines format.""" + ratings = pl.read_ndjson(ratings_file) + return cls.train( + ratings.select(cls.id_field, cls.user_id_field, cls.rating_id_field), + ) + + @property + def known_games(self) -> frozenset[int]: + if self._known_games is not None: + return self._known_games + self._known_games = frozenset(self.game_ids) + return self._known_games + + @property + def rated_games(self) -> frozenset[int]: + return self.known_games + + @property + def num_games(self) -> int: + return len(self.game_ids) + + @property + def known_users(self) -> frozenset[str]: + return frozenset() + + def default_factory(self) -> float: + """Default value for unknown games.""" + return self.default_value + + def _recommendation_scores( + self, + users: int, + games: list[int] | None = None, + ) -> np.ndarray: + """Popularity scores.""" + scores = ( + np.array([self.scores[game_id] for game_id in games]) + if games + else self.raw_scores + ) + return np.tile(scores, [users, 1]) + + def recommend( + self, + users: Iterable[str], + **kwargs, # noqa: ARG002 + ) -> pl.DataFrame: + """Popular recommendations for certain users.""" + users = list(users) + scores = self._recommendation_scores(users=len(users)) + return dataframe_from_scores(users=users, games=self.game_ids, scores=scores) + + def recommend_as_numpy( + self, + users: Iterable[str], + games: Iterable[int], + ) -> np.ndarray: + """Popular recommendations for certain users and games as a numpy array.""" + users = list(users) + games = list(games) + return self._recommendation_scores(users=len(users), games=games) + + def recommend_group( + self, + users: Iterable[str], # noqa: ARG002 + **kwargs, # noqa: ARG002 + ) -> pl.DataFrame: + """Popular recommendations for a group of users.""" + scores = self._recommendation_scores(users=1) + return dataframe_from_scores(users=["_all"], games=self.game_ids, scores=scores) + + def recommend_group_as_numpy( + self, + users: Iterable[str], # noqa: ARG002 + games: Iterable[int], + ) -> np.ndarray: + """Popular recommendations for a group of users and games as a numpy array.""" + games = list(games) + return self._recommendation_scores(users=1, games=games) + + def recommend_similar( + self, + games: Iterable[int], + **kwargs, + ) -> pl.DataFrame: + raise NotImplementedError + + def similar_games( + self, + games: Iterable[int], + **kwargs, + ) -> pl.DataFrame: + raise NotImplementedError + + +class PopularMeanGamesRecommender(PopularGamesRecommender): + """Recommend games by their mean rating score.""" + + @classmethod + def train(cls, ratings: pl.DataFrame) -> Self: + data = ratings.group_by(cls.id_field).agg( + mean=pl.col(cls.rating_id_field).mean(), + ) + return cls( + game_ids=data[cls.id_field], + scores=data["mean"].to_numpy(), + default_value=cast(float, ratings[cls.rating_id_field].mean()), + ) + + +class PopularBayesianGamesRecommender(PopularGamesRecommender): + """Recommend games by their Bayesian average rating score.""" + + ratings_per_dummy: float = 10_000 + dummy_rating: float | None = 5.5 + + @classmethod + def train(cls, ratings: pl.DataFrame) -> Self: + num_dummies = len(ratings) / cls.ratings_per_dummy + dummy_rating = cast( + float, + ratings[cls.rating_id_field].mean() + if cls.dummy_rating is None + else cls.dummy_rating, + ) + + stats = ( + ratings.group_by(cls.id_field) + .agg( + mean=pl.col(cls.rating_id_field).mean(), + size=pl.len(), + ) + .with_columns( + bayes=pl.col("mean") * pl.col("size") + + dummy_rating * num_dummies / (pl.col("size") + num_dummies), + ) + ) + + return cls( + game_ids=stats[cls.id_field], + scores=stats["bayes"].to_numpy(), + default_value=dummy_rating, + ) + + +class PopularNumRatingsGamesRecommender(PopularGamesRecommender): + """Recommend games by their number of ratings.""" + + @classmethod + def train(cls, ratings: pl.DataFrame) -> Self: + data = ratings.group_by(cls.id_field).agg(count=pl.len()) + return cls( + game_ids=data[cls.id_field], + scores=data["count"].to_numpy(), + )