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MNT activate azure pipelines (#652)
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‎README.rst‎

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.. _scikit-learn-contrib: https://github.com/scikit-learn-contrib
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|Travis|_ |AppVeyor|_ |Codecov|_ |CircleCI|_ |PythonVersion|_ |Pypi|_ |Gitter|_
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|Azure|_ |Travis|_ |AppVeyor|_ |Codecov|_ |CircleCI|_ |PythonVersion|_ |Pypi|_ |Gitter|_
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.. |Azure| image:: https://dev.azure.com/imbalanced-learn/imbalanced-learn/_apis/build/status/scikit-learn-contrib.imbalanced-learn?branchName=master
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.. _Azure: https://dev.azure.com/imbalanced-learn/imbalanced-learn/_build
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.. |Travis| image:: https://travis-ci.org/scikit-learn-contrib/imbalanced-learn.svg?branch=master
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.. _Travis: https://travis-ci.org/scikit-learn-contrib/imbalanced-learn

‎azure-pipelines.yml‎

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# Python package
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# Create and test a Python package on multiple Python versions.
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# Add steps that analyze code, save the dist with the build record, publish to a PyPI-compatible index, and more:
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# https://docs.microsoft.com/azure/devops/pipelines/languages/python
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# Adapted from https://github.com/scikit-learn/scikit-learn/blob/master/azure-pipelines.yml
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jobs:
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- job: linting
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displayName: Linting
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pool:
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vmImage: ubuntu-16.04
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steps:
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- bash: echo "##vso[task.prependpath]$CONDA/bin"
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displayName: Add conda to PATH
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- bash: sudo chown -R $USER $CONDA
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displayName: Take ownership of conda installation
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- bash: conda create --name flake8_env --yes flake8
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displayName: Install flake8
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- bash: |
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source activate flake8_env
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./build_tools/circle/linting.sh
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displayName: Run linting
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trigger:
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- master
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- template: build_tools/azure/posix.yml
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parameters:
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name: Linux
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vmImage: ubuntu-16.04
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dependsOn: [linting]
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matrix:
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# Linux environment to test that scikit-learn can be built against
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# versions of numpy, scipy with ATLAS that comes with Ubuntu Xenial 16.04
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# i.e. numpy 1.11 and scipy 0.17
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py35_ubuntu_atlas:
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DISTRIB: 'ubuntu'
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PYTHON_VERSION: '3.5'
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JOBLIB_VERSION: '*'
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# Linux environment to test the latest available dependencies and MKL.
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pylatest_pip_openblas_pandas:
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DISTRIB: 'conda-pip-latest'
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PYTHON_VERSION: '3.7'
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COVERAGE: 'true'
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PANDAS_VERSION: '*'
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TEST_DOCSTRINGS: 'true'
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JOBLIB_VERSION: '*'
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CHECK_WARNINGS: 'true'
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pylatest_conda_pandas_keras:
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DISTRIB: 'conda'
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PYTHON_VERSION: '3.7'
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INSTALL_MKL: 'true'
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PANDAS_VERSION: '*'
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KERAS_VERSION: '*'
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COVERAGE: 'true'
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JOBLIB_VERSION: '*'
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TEST_DOCSTRINGS: 'true'
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pylatest_conda_pandas_tensorflow:
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DISTRIB: 'conda'
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PYTHON_VERSION: '3.7'
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PANDAS_VERSION: '*'
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JOBLIB_VERSION: '*'
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INSTALL_MKL: 'true'
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TENSORFLOW_VERSION: '*'
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COVERAGE: 'true'
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TEST_DOCSTRINGS: 'true'
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pool:
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vmImage: 'ubuntu-latest'
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strategy:
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matrix:
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Python27:
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python.version: '2.7'
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Python35:
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python.version: '3.5'
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Python36:
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python.version: '3.6'
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Python37:
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python.version: '3.7'
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- template: build_tools/azure/posix-32.yml
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parameters:
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name: Linux32
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vmImage: ubuntu-16.04
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dependsOn: [linting]
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matrix:
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py35_ubuntu_atlas_32bit:
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DISTRIB: 'ubuntu-32'
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PYTHON_VERSION: '3.5'
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JOBLIB_VERSION: '*'
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TEST_DOCSTRINGS: 'true'
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steps:
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- task: UsePythonVersion@0
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inputs:
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versionSpec: '$(python.version)'
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displayName: 'Use Python $(python.version)'
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- template: build_tools/azure/posix.yml
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parameters:
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name: macOS
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vmImage: xcode9-macos10.13
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dependsOn: [linting]
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matrix:
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pylatest_conda_mkl:
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DISTRIB: 'conda'
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PYTHON_VERSION: '*'
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INSTALL_MKL: 'true'
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NUMPY_VERSION: '*'
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SCIPY_VERSION: '*'
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PANDAS_VERSION: '*'
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PYTEST_VERSION: '*'
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JOBLIB_VERSION: '*'
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COVERAGE: 'true'
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TEST_DOCSTRINGS: 'true'
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CHECK_WARNINGS: 'true'
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- script: |
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python -m pip install --upgrade pip
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pip install -r requirements.txt
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displayName: 'Install dependencies'
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- script: |
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pip install pytest pytest-azurepipelines
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pytest
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displayName: 'pytest'
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- template: build_tools/azure/windows.yml
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parameters:
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name: Windows
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vmImage: vs2017-win2016
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dependsOn: [linting]
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matrix:
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py37_conda_mkl:
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PYTHON_VERSION: '3.7'
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PYTHON_ARCH: '64'
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PYTEST_VERSION: '*'
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COVERAGE: 'true'
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CHECK_WARNINGS: 'true'
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py35_pip_openblas_32bit:
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PYTHON_VERSION: '3.5'
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PYTHON_ARCH: '32'

‎build_tools/azure/install.cmd‎

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@rem https://github.com/numba/numba/blob/master/buildscripts/incremental/setup_conda_environment.cmd
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@rem The cmd /C hack circumvents a regression where conda installs a conda.bat
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@rem script in non-root environments.
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set CONDA_INSTALL=cmd /C conda install -q -y
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set PIP_INSTALL=pip install -q
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@echo on
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IF "%PYTHON_ARCH%"=="64" (
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@rem Deactivate any environment
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call deactivate
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@rem Clean up any left-over from a previous build
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conda remove --all -q -y -n %VIRTUALENV%
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conda create -n %VIRTUALENV% -q -y python=%PYTHON_VERSION% numpy scipy cython wheel joblib git
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call activate %VIRTUALENV%
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IF "%PYTEST_VERSION%"=="*" (
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pip install pytest
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) else (
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pip install pytest==%PYTEST_VERSION%
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)
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pip install pytest-xdist
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) else (
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pip install numpy scipy cython pytest wheel pillow joblib
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)
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if "%COVERAGE%" == "true" (
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pip install coverage codecov pytest-cov
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)
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python --version
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pip --version
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pip install git+https://github.com/scikit-learn/scikit-learn.git
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@rem Install the build and runtime dependencies of the project.
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python setup.py bdist_wheel bdist_wininst
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@rem Install the generated wheel package to test it
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pip install --pre --no-index --find-links dist\ imbalanced-learn
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if %errorlevel% neq 0 exit /b %errorlevel%

‎build_tools/azure/install.sh‎

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#!/bin/bash
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set -e
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UNAMESTR=`uname`
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make_conda() {
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TO_INSTALL="$@"
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conda create -n $VIRTUALENV --yes $TO_INSTALL
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source activate $VIRTUALENV
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}
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version_ge() {
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# The two version numbers are seperated with a new line is piped to sort
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# -rV. The -V activates for version number sorting and -r sorts in
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# decending order. If the first argument is the top element of the sort, it
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# is greater than or equal to the second argument.
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test "$(printf "${1}\n${2}" | sort -rV | head -n 1)" == "$1"
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}
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if [[ "$DISTRIB" == "conda" ]]; then
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TO_INSTALL="python=$PYTHON_VERSION pip \
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numpy=$NUMPY_VERSION scipy=$SCIPY_VERSION \
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joblib=$JOBLIB_VERSION git"
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if [[ "$INSTALL_MKL" == "true" ]]; then
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TO_INSTALL="$TO_INSTALL mkl"
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else
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TO_INSTALL="$TO_INSTALL nomkl"
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fi
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make_conda $TO_INSTALL
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python -m pip install --pre -f https://sklearn-nightly.scdn8.secure.raxcdn.com scikit-learn
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TO_INSTALL=""
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if [[ -n "$PANDAS_VERSION" ]]; then
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TO_INSTALL="$TO_INSTALL pandas=$PANDAS_VERSION"
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fi
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if [[ -n "$KERAS_VERSION" ]]; then
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TO_INSTALL="$TO_INSTALL keras=$KERAS_VERSION tensorflow=1"
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KERAS_BACKEND=tensorflow
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fi
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if [[ -n "$TENSORFLOW_VERSION" ]]; then
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TO_INSTALL="$TO_INSTALL tensorflow=$TENSORFLOW_VERSION"
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fi
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if [[ "$PYTEST_VERSION" == "*" ]]; then
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python -m pip install pytest
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else
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python -m pip install pytest=="$PYTEST_VERSION"
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fi
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if [[ "$PYTHON_VERSION" == "*" ]]; then
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python -m pip install pytest-xdist
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fi
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if [[ -n "$TO_INSTALL" ]]; then
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conda install --yes $TO_INSTALL
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fi
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if [[ -n "$KERAS_VERSION" ]]; then
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python -c "import keras.backend"
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sed -i -e 's/"backend":[[:space:]]*"[^"]*/"backend":\ "'$KERAS_BACKEND'/g' ~/.keras/keras.json;
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fi
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elif [[ "$DISTRIB" == "ubuntu" ]]; then
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sudo add-apt-repository --remove ppa:ubuntu-toolchain-r/test
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sudo apt-get update
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sudo apt-get install python3-scipy libatlas3-base libatlas-base-dev libatlas-dev python3-virtualenv git
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python3 -m virtualenv --system-site-packages --python=python3 $VIRTUALENV
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source $VIRTUALENV/bin/activate
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python -m pip install pandas
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python -m pip install pytest==$PYTEST_VERSION pytest-cov joblib cython
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python -m pip install git+https://github.com/scikit-learn/scikit-learn.git
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elif [[ "$DISTRIB" == "ubuntu-32" ]]; then
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apt-get update
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apt-get install -y python3-dev python3-scipy libatlas3-base libatlas-base-dev libatlas-dev python3-virtualenv git
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python3 -m virtualenv --system-site-packages --python=python3 $VIRTUALENV
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source $VIRTUALENV/bin/activate
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python -m pip install pandas
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python -m pip install pytest==$PYTEST_VERSION pytest-cov joblib cython
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python -m pip install git+https://github.com/scikit-learn/scikit-learn.git
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elif [[ "$DISTRIB" == "conda-pip-latest" ]]; then
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# Since conda main channel usually lacks behind on the latest releases,
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# we use pypi to test against the latest releases of the dependencies.
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# conda is still used as a convenient way to install Python and pip.
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make_conda "python=$PYTHON_VERSION"
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python -m pip install -U pip
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python -m pip install numpy scipy joblib cython
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python -m pip install git+https://github.com/scikit-learn/scikit-learn.git
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python -m pip install pytest==$PYTEST_VERSION pytest-cov pytest-xdist
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python -m pip install pandas
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fi
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if [[ "$COVERAGE" == "true" ]]; then
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python -m pip install coverage codecov pytest-cov
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fi
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if [[ "$TEST_DOCSTRINGS" == "true" ]]; then
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python -m pip install sphinx
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python -m pip install -U git+https://github.com/numpy/numpydoc.git
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fi
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python --version
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python -c "import numpy; print('numpy %s' % numpy.__version__)"
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python -c "import scipy; print('scipy %s' % scipy.__version__)"
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python -c "\
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try:
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import pandas
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print('pandas %s' % pandas.__version__)
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except ImportError:
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print('pandas not installed')
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"
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python -m pip list
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# Use setup.py instead of `pip install -e .` to be able to pass the -j flag
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# to speed-up the building multicore CI machines.
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python setup.py develop

‎build_tools/azure/posix-32.yml‎

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parameters:
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name: ''
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vmImage: ''
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matrix: []
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dependsOn: []
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jobs:
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- job: ${{ parameters.name }}
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dependsOn: ${{ parameters.dependsOn }}
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pool:
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vmImage: ${{ parameters.vmImage }}
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variables:
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TEST_DIR: '$(Agent.WorkFolder)/tmp_folder'
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JUNITXML: 'test-data.xml'
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OMP_NUM_THREADS: '4'
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PYTEST_VERSION: '5.2.1'
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OPENBLAS_NUM_THREADS: '4'
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SKLEARN_SKIP_NETWORK_TESTS: '1'
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strategy:
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matrix:
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${{ insert }}: ${{ parameters.matrix }}
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steps:
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# Container is detached and sleeping, allowing steps to run commmands
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# in the container. The TEST_DIR is mapped allowing the host to access
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# the JUNITXML file
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- script: >
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docker container run --rm
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--volume $TEST_DIR:/temp_dir
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--volume $PWD:/io
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-w /io
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--detach
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--name skcontainer
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-e DISTRIB=ubuntu-32
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-e TEST_DIR=/temp_dir
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-e JUNITXML=$JUNITXML
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-e VIRTUALENV=testvenv
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-e JOBLIB_VERSION=$JOBLIB_VERSION
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-e PYTEST_VERSION=$PYTEST_VERSION
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-e OMP_NUM_THREADS=$OMP_NUM_THREADS
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-e OPENBLAS_NUM_THREADS=$OPENBLAS_NUM_THREADS
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-e SKLEARN_SKIP_NETWORK_TESTS=$SKLEARN_SKIP_NETWORK_TESTS
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i386/ubuntu:16.04
44+
sleep 1000000
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displayName: 'Start container'
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- script: >
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docker exec skcontainer ./build_tools/azure/install.sh
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displayName: 'Install'
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- script: >
50+
docker exec skcontainer ./build_tools/azure/test_script.sh
51+
displayName: 'Test Library'
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- task: PublishTestResults@2
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inputs:
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testResultsFiles: '$(TEST_DIR)/$(JUNITXML)'
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testRunTitle: ${{ format('{0}-$(Agent.JobName)', parameters.name) }}
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displayName: 'Publish Test Results'
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condition: succeededOrFailed()
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- script: >
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docker container stop skcontainer
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displayName: 'Stop container'
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condition: always()

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