Reduce pandas dataframe overhead. (#11058) #11187
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name: XGBoost-Python-Tests | |
on: [push, pull_request] | |
permissions: | |
contents: read # to fetch code (actions/checkout) | |
defaults: | |
run: | |
shell: bash -l {0} | |
concurrency: | |
group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} | |
cancel-in-progress: true | |
jobs: | |
python-mypy-lint: | |
runs-on: ubuntu-latest | |
name: Type and format checks for the Python package | |
strategy: | |
matrix: | |
os: [ubuntu-latest] | |
steps: | |
- uses: actions/checkout@a5ac7e51b41094c92402da3b24376905380afc29 # v4.1.6 | |
with: | |
submodules: 'true' | |
- uses: conda-incubator/setup-miniconda@d2e6a045a86077fb6cad6f5adf368e9076ddaa8d # v3.1.0 | |
with: | |
miniforge-variant: Miniforge3 | |
miniforge-version: latest | |
activate-environment: python_lint | |
environment-file: tests/ci_build/conda_env/python_lint.yml | |
use-mamba: true | |
- name: Display Conda env | |
run: | | |
conda info | |
conda list | |
- name: Run mypy | |
run: | | |
python tests/ci_build/lint_python.py --format=0 --type-check=1 --pylint=0 | |
- name: Run formatter | |
run: | | |
python tests/ci_build/lint_python.py --format=1 --type-check=0 --pylint=0 | |
- name: Run pylint | |
run: | | |
python tests/ci_build/lint_python.py --format=0 --type-check=0 --pylint=1 | |
python-sdist-test-on-Linux: | |
# Mismatched glibcxx version between system and conda forge. | |
runs-on: ${{ matrix.os }} | |
name: Test installing XGBoost Python source package on ${{ matrix.os }} | |
strategy: | |
matrix: | |
os: [ubuntu-latest] | |
steps: | |
- uses: actions/checkout@a5ac7e51b41094c92402da3b24376905380afc29 # v4.1.6 | |
with: | |
submodules: 'true' | |
- uses: conda-incubator/setup-miniconda@d2e6a045a86077fb6cad6f5adf368e9076ddaa8d # v3.1.0 | |
with: | |
miniforge-variant: Miniforge3 | |
miniforge-version: latest | |
activate-environment: sdist_test | |
environment-file: tests/ci_build/conda_env/sdist_test.yml | |
use-mamba: true | |
- name: Display Conda env | |
run: | | |
conda info | |
conda list | |
- name: Build and install XGBoost | |
run: | | |
cd python-package | |
python --version | |
python -m build --sdist | |
pip install -v ./dist/xgboost-*.tar.gz --config-settings use_openmp=False | |
cd .. | |
python -c 'import xgboost' | |
python-sdist-test: | |
# Use system toolchain instead of conda toolchain for macos and windows. | |
# MacOS has linker error if clang++ from conda-forge is used | |
runs-on: ${{ matrix.os }} | |
name: Test installing XGBoost Python source package on ${{ matrix.os }} | |
strategy: | |
matrix: | |
os: [macos-13, windows-latest] | |
python-version: ["3.10"] | |
steps: | |
- uses: actions/checkout@a5ac7e51b41094c92402da3b24376905380afc29 # v4.1.6 | |
with: | |
submodules: 'true' | |
- name: Install osx system dependencies | |
if: matrix.os == 'macos-13' | |
run: | | |
brew install ninja libomp | |
- uses: conda-incubator/setup-miniconda@d2e6a045a86077fb6cad6f5adf368e9076ddaa8d # v3.1.0 | |
with: | |
auto-update-conda: true | |
python-version: ${{ matrix.python-version }} | |
activate-environment: test | |
- name: Install build | |
run: | | |
conda install -c conda-forge python-build | |
- name: Display Conda env | |
run: | | |
conda info | |
conda list | |
- name: Build and install XGBoost | |
run: | | |
cd python-package | |
python --version | |
python -m build --sdist | |
pip install -v ./dist/xgboost-*.tar.gz | |
cd .. | |
python -c 'import xgboost' | |
python-tests-on-macos: | |
name: Test XGBoost Python package on ${{ matrix.config.os }} | |
runs-on: ${{ matrix.config.os }} | |
timeout-minutes: 60 | |
strategy: | |
matrix: | |
config: | |
- {os: macos-13} | |
steps: | |
- uses: actions/checkout@a5ac7e51b41094c92402da3b24376905380afc29 # v4.1.6 | |
with: | |
submodules: 'true' | |
- uses: conda-incubator/setup-miniconda@d2e6a045a86077fb6cad6f5adf368e9076ddaa8d # v3.1.0 | |
with: | |
miniforge-variant: Miniforge3 | |
miniforge-version: latest | |
activate-environment: macos_cpu_test | |
environment-file: tests/ci_build/conda_env/macos_cpu_test.yml | |
use-mamba: true | |
- name: Display Conda env | |
run: | | |
conda info | |
conda list | |
- name: Build XGBoost on macos | |
run: | | |
brew install ninja | |
mkdir build | |
cd build | |
# Set prefix, to use OpenMP library from Conda env | |
# See https://github.com/dmlc/xgboost/issues/7039#issuecomment-1025038228 | |
# to learn why we don't use libomp from Homebrew. | |
cmake .. -GNinja -DCMAKE_PREFIX_PATH=$CONDA_PREFIX -DBUILD_DEPRECATED_CLI=ON | |
ninja | |
- name: Install Python package | |
run: | | |
cd python-package | |
python --version | |
pip install -v . | |
- name: Test Python package | |
run: | | |
pytest -s -v -rxXs --durations=0 ./tests/python | |
- name: Test Dask Interface | |
run: | | |
pytest -s -v -rxXs --durations=0 ./tests/test_distributed/test_with_dask | |
python-tests-on-win: | |
name: Test XGBoost Python package on ${{ matrix.config.os }} | |
runs-on: ${{ matrix.config.os }} | |
timeout-minutes: 60 | |
strategy: | |
matrix: | |
config: | |
- {os: windows-latest, python-version: '3.10'} | |
steps: | |
- uses: actions/checkout@a5ac7e51b41094c92402da3b24376905380afc29 # v4.1.6 | |
with: | |
submodules: 'true' | |
- uses: conda-incubator/setup-miniconda@d2e6a045a86077fb6cad6f5adf368e9076ddaa8d # v3.1.0 | |
with: | |
auto-update-conda: true | |
python-version: ${{ matrix.config.python-version }} | |
activate-environment: win64_env | |
environment-file: tests/ci_build/conda_env/win64_cpu_test.yml | |
- name: Display Conda env | |
run: | | |
conda info | |
conda list | |
- name: Build XGBoost on Windows | |
run: | | |
mkdir build_msvc | |
cd build_msvc | |
cmake .. -G"Visual Studio 17 2022" -DCMAKE_CONFIGURATION_TYPES="Release" -A x64 -DBUILD_DEPRECATED_CLI=ON | |
cmake --build . --config Release --parallel $(nproc) | |
- name: Install Python package | |
run: | | |
cd python-package | |
python --version | |
pip wheel -v . --wheel-dir dist/ | |
pip install ./dist/*.whl | |
- name: Test Python package | |
run: | | |
pytest -s -v -rxXs --durations=0 ./tests/python | |
python-tests-on-ubuntu: | |
name: Test XGBoost Python package on ${{ matrix.config.os }} | |
runs-on: ${{ matrix.config.os }} | |
timeout-minutes: 90 | |
strategy: | |
matrix: | |
config: | |
- {os: ubuntu-latest, python-version: "3.10"} | |
steps: | |
- uses: actions/checkout@a5ac7e51b41094c92402da3b24376905380afc29 # v4.1.6 | |
with: | |
submodules: 'true' | |
- uses: conda-incubator/setup-miniconda@d2e6a045a86077fb6cad6f5adf368e9076ddaa8d # v3.1.0 | |
with: | |
miniforge-variant: Miniforge3 | |
miniforge-version: latest | |
activate-environment: linux_cpu_test | |
environment-file: tests/ci_build/conda_env/linux_cpu_test.yml | |
use-mamba: true | |
- name: Display Conda env | |
run: | | |
conda info | |
conda list | |
- name: Build XGBoost on Ubuntu | |
run: | | |
mkdir build | |
cd build | |
cmake .. -GNinja -DCMAKE_PREFIX_PATH=$CONDA_PREFIX -DBUILD_DEPRECATED_CLI=ON | |
ninja | |
- name: Install Python package | |
run: | | |
cd python-package | |
python --version | |
pip install -v . | |
- name: Test Python package | |
run: | | |
pytest -s -v -rxXs --durations=0 ./tests/python | |
- name: Test Dask Interface | |
run: | | |
pytest -s -v -rxXs --durations=0 ./tests/test_distributed/test_with_dask | |
- name: Test PySpark Interface | |
shell: bash -l {0} | |
run: | | |
pytest -s -v -rxXs --durations=0 ./tests/test_distributed/test_with_spark | |
python-sycl-tests-on-ubuntu: | |
name: Test XGBoost Python package with SYCL on ${{ matrix.config.os }} | |
runs-on: ${{ matrix.config.os }} | |
timeout-minutes: 90 | |
strategy: | |
matrix: | |
config: | |
- {os: ubuntu-latest, python-version: "3.10"} | |
steps: | |
- uses: actions/checkout@a5ac7e51b41094c92402da3b24376905380afc29 # v4.1.6 | |
with: | |
submodules: 'true' | |
- uses: conda-incubator/setup-miniconda@d2e6a045a86077fb6cad6f5adf368e9076ddaa8d # v3.1.0 | |
with: | |
miniforge-variant: Miniforge3 | |
miniforge-version: latest | |
activate-environment: linux_sycl_test | |
environment-file: tests/ci_build/conda_env/linux_sycl_test.yml | |
use-mamba: true | |
- name: Display Conda env | |
run: | | |
conda info | |
conda list | |
- name: Build XGBoost on Ubuntu | |
run: | | |
mkdir build | |
cd build | |
cmake .. -DPLUGIN_SYCL=ON -DCMAKE_CXX_COMPILER=g++ -DCMAKE_C_COMPILER=gcc -DCMAKE_PREFIX_PATH=$CONDA_PREFIX | |
make -j$(nproc) | |
- name: Install Python package | |
run: | | |
cd python-package | |
python --version | |
pip install -v . | |
- name: Test Python package | |
run: | | |
pytest -s -v -rxXs --durations=0 ./tests/python-sycl/ | |
python-system-installation-on-ubuntu: | |
name: Test XGBoost Python package System Installation on ${{ matrix.os }} | |
runs-on: ${{ matrix.os }} | |
strategy: | |
matrix: | |
os: [ubuntu-latest] | |
steps: | |
- uses: actions/checkout@a5ac7e51b41094c92402da3b24376905380afc29 # v4.1.6 | |
with: | |
submodules: 'true' | |
- name: Set up Python 3.10 | |
uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0 | |
with: | |
python-version: "3.10" | |
- name: Install ninja | |
run: | | |
sudo apt-get update && sudo apt-get install -y ninja-build | |
- name: Build XGBoost on Ubuntu | |
run: | | |
mkdir build | |
cd build | |
cmake .. -GNinja | |
ninja | |
- name: Copy lib to system lib | |
run: | | |
cp lib/* "$(python -c 'import sys; print(sys.base_prefix)')/lib" | |
- name: Install XGBoost in Virtual Environment | |
run: | | |
cd python-package | |
pip install virtualenv | |
virtualenv venv | |
source venv/bin/activate && \ | |
pip install -v . --config-settings use_system_libxgboost=True && \ | |
python -c 'import xgboost' |