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[run] | ||
omit = | ||
bhc/tests/* | ||
bhc/_* | ||
*/.local/* |
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bhc/_version.py export-subst |
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--- | ||
name: Bug report | ||
about: Create a report to help us improve | ||
title: '' | ||
labels: '' | ||
assignees: '' | ||
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--- | ||
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**Describe the bug** | ||
A clear and concise description of what the bug is. | ||
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**To Reproduce** | ||
Steps to reproduce the behavior: | ||
1. Go to '...' | ||
2. Click on '....' | ||
3. Scroll down to '....' | ||
4. See error | ||
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**Expected behavior** | ||
A clear and concise description of what you expected to happen. | ||
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**Screenshots** | ||
If applicable, add screenshots to help explain your problem. | ||
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**Desktop (please complete the following information):** | ||
- OS: [e.g. Ubuntu] | ||
- Version [e.g. 20.04 LTS] | ||
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**Additional context** | ||
Add any other context about the problem here. |
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--- | ||
name: Feature request | ||
about: Suggest an idea for this project | ||
title: '' | ||
labels: '' | ||
assignees: '' | ||
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--- | ||
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**Is your feature request related to a problem? Please describe.** | ||
A clear and concise description of what the problem is. Ex. I'm always frustrated when [...] | ||
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**Describe the solution you'd like** | ||
A clear and concise description of what you want to happen. | ||
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**Describe alternatives you've considered** | ||
A clear and concise description of any alternative solutions or features you've considered. | ||
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**Additional context** | ||
Add any other context or screenshots about the feature request here. |
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--- | ||
name: Question | ||
about: Ask a question | ||
title: '' | ||
labels: question | ||
assignees: '' | ||
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--- | ||
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name: Python application | ||
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on: | ||
push: | ||
branches: [main] | ||
pull_request: | ||
branches: [main] | ||
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jobs: | ||
build: | ||
runs-on: ubuntu-latest | ||
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steps: | ||
- uses: actions/checkout@v2 | ||
with: | ||
fetch-depth: 0 | ||
- name: Set up Python | ||
uses: actions/setup-python@v2 | ||
with: | ||
python-version: 3.8.3 | ||
- name: Install dependencies | ||
run: | | ||
python -m pip install --upgrade pip | ||
pip install pytest coverage wheel flake8-black | ||
pip install -r requirements.txt | ||
- name: Lint with flake8 | ||
run: | | ||
flake8 . --count --show-source --statistics | ||
flake8 . --count --exit-zero --statistics | ||
- name: Test and coverage | ||
run: | | ||
coverage run -m pytest | ||
coverage html -d coverage_report | ||
- name: Build package | ||
run: | | ||
python setup.py sdist bdist_wheel | ||
- name: Upload artifacts | ||
uses: actions/upload-artifact@v2 | ||
with: | ||
name: bhc | ||
path: dist/ | ||
- name: Upload coverage report | ||
uses: actions/upload-artifact@v2 | ||
with: | ||
name: coverage | ||
path: coverage_report/ |
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# Byte-compiled / optimized / DLL files | ||
__pycache__/ | ||
*.py[cod] | ||
*$py.class | ||
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# C extensions | ||
*.so | ||
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# Distribution / packaging | ||
.Python | ||
build/ | ||
develop-eggs/ | ||
dist/ | ||
downloads/ | ||
eggs/ | ||
.eggs/ | ||
lib/ | ||
lib64/ | ||
parts/ | ||
sdist/ | ||
var/ | ||
wheels/ | ||
pip-wheel-metadata/ | ||
share/python-wheels/ | ||
*.egg-info/ | ||
.installed.cfg | ||
*.egg | ||
MANIFEST | ||
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# 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 | ||
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# Installer logs | ||
pip-log.txt | ||
pip-delete-this-directory.txt | ||
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# Unit test / coverage reports | ||
htmlcov/ | ||
coverage_report | ||
.tox/ | ||
.nox/ | ||
.coverage | ||
.coverage.* | ||
.cache | ||
nosetests.xml | ||
coverage.xml | ||
*.cover | ||
*.py,cover | ||
.hypothesis/ | ||
.pytest_cache/ | ||
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# Translations | ||
*.mo | ||
*.pot | ||
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# Django stuff: | ||
*.log | ||
local_settings.py | ||
db.sqlite3 | ||
db.sqlite3-journal | ||
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# Flask stuff: | ||
instance/ | ||
.webassets-cache | ||
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# Scrapy stuff: | ||
.scrapy | ||
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# Sphinx documentation | ||
docs/_build/ | ||
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# PyBuilder | ||
target/ | ||
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# Jupyter Notebook | ||
.ipynb_checkpoints | ||
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# IPython | ||
profile_default/ | ||
ipython_config.py | ||
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# pyenv | ||
# For a library or package, you might want to ignore these files since the code is | ||
# intended to run in multiple environments; otherwise, check them in: | ||
# .python-version | ||
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# pipenv | ||
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. | ||
# However, in case of collaboration, if having platform-specific dependencies or dependencies | ||
# having no cross-platform support, pipenv may install dependencies that don't work, or not | ||
# install all needed dependencies. | ||
#Pipfile.lock | ||
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow | ||
__pypackages__/ | ||
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# Celery stuff | ||
celerybeat-schedule | ||
celerybeat.pid | ||
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# SageMath parsed files | ||
*.sage.py | ||
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# Environments | ||
.env | ||
.venv | ||
env/ | ||
venv/ | ||
ENV/ | ||
env.bak/ | ||
venv.bak/ | ||
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# Spyder project settings | ||
.spyderproject | ||
.spyproject | ||
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# Rope project settings | ||
.ropeproject | ||
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# mkdocs documentation | ||
/site | ||
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# mypy | ||
.mypy_cache/ | ||
.dmypy.json | ||
dmypy.json | ||
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# Pyre type checker | ||
.pyre/ | ||
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# pytype static type analyzer | ||
.pytype/ | ||
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# vscode | ||
.vscode/ |
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include LICENSE | ||
include versioneer.py | ||
include bhc/_version.py | ||
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exclude README.md | ||
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recursive-exclude * __pycache__ | ||
recursive-exclude * *.pyc | ||
recursive-exclude * *.pyo | ||
recursive-exclude * *.orig |
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![Python application](https://github.com/caponetto/bhc/workflows/Python%20application/badge.svg) [![License: GPL v3](https://img.shields.io/badge/License-GPLv3-blue.svg)](https://www.gnu.org/licenses/gpl-3.0) | ||
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# Bayesian Hierarchical Clustering in python | ||
This is a python implementation of the Bayesian Hierarchical Clustering algorithm proposed by Heller & Ghahramani (2005). | ||
> HELLER, Katherine A.; GHAHRAMANI, Zoubin. Bayesian hierarchical clustering. In: **Proceedings of the 22nd international conference on Machine learning**. 2005. p. 297-304. | ||
It also includes the Bayesian Rose Trees extension proposed by Blundell et al (2012). | ||
> BLUNDELL, Charles; TEH, Yee Whye; HELLER, Katherine A. Bayesian rose trees. arXiv preprint arXiv:1203.3468, 2012. | ||
## How to build from source | ||
1. Create an anaconda environment using the [environment.yml](environment.yml) file. | ||
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`$ conda env create -f environment.yml` | ||
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2. Activate the environment after the installation is completed. | ||
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`$ conda activate bayesian-hierarchical-clustering` | ||
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3. Install the following libraries: `pytest`, `coverage` and `flake8`. | ||
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`$ conda install pytest coverage flake8` | ||
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4. Run the `build_dev.sh` script. | ||
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`$ ./build_dev.sh` | ||
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The files will be available in the `dist` folder. | ||
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## Contribute | ||
All contributions are welcome, so don't hesitate to submit a pull request. ;-) | ||
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## License | ||
This code is released under GPL 3.0 License. | ||
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Check [LICENSE](LICENSE) file for more information. |
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# -*- coding: utf-8 -*- | ||
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# License: GPL 3.0 | ||
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from bhc.core.bhc import BayesianHierarchicalClustering | ||
from bhc.core.brt import BayesianRoseTrees | ||
from bhc.core.prior import NormalInverseWishart | ||
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from ._version import get_versions | ||
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__version__ = get_versions()['version'] | ||
del get_versions |
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