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Merge branch 'main' into pairwise-distances-radius-neighborhood
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‎.git-blame-ignore-revs‎

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# PR 20502: Runs Black on examples
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70a185ae59b4362633d18b0d0083abb1b6f7370c
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# PR 22474: Update to Black 22.1.0
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1fc86b6aacd89da44a3b4e8abf7c3e2ba4336ffe

‎.github/workflows/assign.yml‎

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jobs:
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one:
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runs-on: ubuntu-latest
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# Note that string comparisons is not case sensitive.
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if: >-
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(github.event.comment.body == 'take' ||
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github.event.comment.body == 'Take')
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&& !github.event.issue.assignee
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startsWith(github.event.comment.body, '/take')
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&& !github.event.issue.assignee
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steps:
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- run: |
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echo "Assigning issue ${{ github.event.issue.number }} to ${{ github.event.comment.user.login }}"

‎.github/workflows/check-changelog.yml‎

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echo "If you see this error and there is already a changelog entry,"
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echo "check that the PR number is correct."
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echo ""
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echo "If you believe that this PR does no warrant a changelog"
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echo "entry, say so in a comment so that a maintainer will label "
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echo "If you believe that this PR does not warrant a changelog"
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echo "entry, say so in a comment so that a maintainer will label"
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echo "the PR with 'No Changelog Needed' to bypass this check."
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exit 1
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fi

‎.github/workflows/check-manifest.yml‎

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jobs:
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check:
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# Don't run on forks
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if: github.repository == 'scikit-learn/scikit-learn'
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v2

‎.github/workflows/wheels.yml‎

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matrix:
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include:
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# Window 64 bit
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- os: windows-latest
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# Note: windows-2019 is needed for older Python versions:
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# https://github.com/scikit-learn/scikit-learn/issues/22530
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- os: windows-2019
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python: 37
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bitness: 64
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platform_id: win_amd64
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- os: windows-latest
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- os: windows-2019
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python: 38
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bitness: 64
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platform_id: win_amd64

‎.gitignore‎

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# Used by mypy
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.mypy_cache/
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# virtualenv from advanced installation guide
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sklearn-env/
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# files generated from a template
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sklearn/_loss/_loss.pyx
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sklearn/utils/_seq_dataset.pyx

‎.pre-commit-config.yaml‎

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- id: end-of-file-fixer
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- id: trailing-whitespace
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- repo: https://github.com/psf/black
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rev: 21.6b0
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rev: 22.1.0
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hooks:
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- id: black
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- repo: https://gitlab.com/pycqa/flake8

‎README.rst‎

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.. |PythonMinVersion| replace:: 3.7
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.. |NumPyMinVersion| replace:: 1.14.6
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.. |SciPyMinVersion| replace:: 1.1.0
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.. |JoblibMinVersion| replace:: 0.11
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.. |JoblibMinVersion| replace:: 1.0.0
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.. |ThreadpoolctlMinVersion| replace:: 2.0.0
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.. |MatplotlibMinVersion| replace:: 2.2.3
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.. |Scikit-ImageMinVersion| replace:: 0.14.5
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~~~~~~~~~~~~~~~~~
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If you already have a working installation of numpy and scipy,
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the easiest way to install scikit-learn is using ``pip`` ::
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the easiest way to install scikit-learn is using ``pip``::
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pip install -U scikit-learn
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- Mailing list: https://mail.python.org/mailman/listinfo/scikit-learn
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- Gitter: https://gitter.im/scikit-learn/scikit-learn
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- Blog: https://blog.scikit-learn.org
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- Calendar: https://blog.scikit-learn.org/calendar/
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- Twitter: https://twitter.com/scikit_learn
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- Twitter (commits): https://twitter.com/sklearn_commits
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- Stack Overflow: https://stackoverflow.com/questions/tagged/scikit-learn
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- YouTube: https://www.youtube.com/channel/UCJosFjYm0ZYVUARxuOZqnnw/playlists
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- Facebook: https://www.facebook.com/scikitlearnofficial/
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- Instagram: https://www.instagram.com/scikitlearnofficial/
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- TikTok: https://www.tiktok.com/@scikit.learn
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Citation
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~~~~~~~~

‎azure-pipelines.yml‎

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versionSpec: '3.9'
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# Include pytest compatibility with mypy
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pip install pytest flake8 mypy==0.782 black==21.6b0
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pip install pytest flake8 mypy==0.782 black==22.1.0
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displayName: Install linters
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black --check --diff .
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PANDAS_VERSION: 'none'
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THREADPOOLCTL_VERSION: 'min'
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COVERAGE: 'false'
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# Linux + Python 3.7 build with OpenBLAS and without SITE_JOBLIB
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# Linux + Python 3.7 build with OpenBLAS
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py37_conda_defaults_openblas:
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DISTRIB: 'conda'
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CONDA_CHANNEL: 'defaults' # Anaconda main channel
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pylatest_pip_openblas_pandas:
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DISTRIB: 'conda-pip-latest'
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PYTHON_VERSION: '3.9'
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PYTEST_VERSION: '6.2.5'
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CHECK_PYTEST_SOFT_DEPENDENCY: 'true'
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PYTHON_VERSION: '3.7'
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CHECK_WARNINGS: 'true'
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PYTHON_ARCH: '64'
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PYTEST_VERSION: '*'
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# Unpin when pytest stalling issue is fixed
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PYTEST_VERSION: '6.2.5'
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COVERAGE: 'true'
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# Temporary fix for setuptools to use disutils from standard lib
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# https://github.com/numpy/numpy/issues/17216

‎benchmarks/bench_hist_gradient_boosting_threading.py‎

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n_threads_list = [2 ** i for i in range(8) if (2 ** i) < max_threads]
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n_threads_list = [2**i for i in range(8) if (2**i) < max_threads]
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n_threads_list.append(max_threads)
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sklearn_scores = []

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