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tests.yml
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name: Tests
on:
push:
branches:
- master
- release/*
pull_request:
branches: [master]
jobs:
generate:
strategy:
fail-fast: false
matrix:
python-version: ["3.9", "3.10"]
target: ["dataplane", "model-repository"]
runs-on: ubuntu-22.04
steps:
- uses: actions/checkout@v4
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python-version }}
- name: Install Poetry
uses: snok/install-poetry@v1
with:
virtualenvs-create: false
- name: Install dependencies
run: poetry install --sync --only dev
- name: Generate ${{ matrix.target }}
run: make generate-${{ matrix.target }}
- name: Check for changes
run: make lint-no-changes
lint:
strategy:
matrix:
python-version:
- "3.9"
- "3.10"
runs-on: ubuntu-22.04
steps:
- uses: actions/checkout@v4
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python-version }}
- name: Install Poetry
uses: snok/install-poetry@v1
with:
virtualenvs-create: false
- name: Install dependencies
run: poetry install --sync --only dev
- name: Lint
run: make lint
test-mlserver:
strategy:
fail-fast: false
matrix:
os:
- ubuntu-22.04
- macos-13
# NOTE: There's no pre-built `grpcio` wheel for Python 3.11 yet
# https://github.com/grpc/grpc/issues/32454
python-version:
- "3.9"
- "3.10"
is-pr:
- ${{ github.event_name == 'pull_request' }}
exclude:
# MacOS tests take a lot of time, so we will run them only on merge
# From https://github.com/orgs/community/discussions/26253
- is-pr: true
os: macos-13
runs-on: ${{ matrix.os }}
steps:
- uses: actions/checkout@v4
- name: Setup Docker (missing on MacOS)
if: runner.os == 'macos'
run: ./hack/install-docker-macos.sh
- name: Install OpenMP (in MacOS)
if: runner.os == 'macOS'
run: brew install libomp
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python-version }}
- uses: conda-incubator/setup-miniconda@v3
with:
auto-update-conda: true
auto-activate-base: false
- name: Install Poetry
uses: snok/install-poetry@v1
with:
virtualenvs-create: false
- name: Install dependencies
run: poetry install --only test
- name: Test
run: |
if [[ ${{ runner.os == 'macOS' }} ]]; then
source ./hack/activate-libomp-macos.sh
fi
poetry run tox -e mlserver
test-runtimes:
strategy:
fail-fast: false
matrix:
os:
- ubuntu-22.04
- macos-13
python-version:
- "3.9"
- "3.10"
tox-environment:
- sklearn
- xgboost
- lightgbm
- mlflow
- huggingface
- alibi-explain
- alibi-detect
- catboost
is-pr:
- ${{ github.event_name == 'pull_request' }}
exclude:
# MacOS tests take a lot of time, so we will run them only on merge
# From https://github.com/orgs/community/discussions/26253
- is-pr: true
os: macos-13
runs-on: ${{ matrix.os }}
steps:
- uses: actions/checkout@v4
- name: Install OpenMP (in MacOS)
if: runner.os == 'macOS'
run: brew install libomp
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python-version }}
- uses: conda-incubator/setup-miniconda@v3
with:
auto-update-conda: true
auto-activate-base: false
- name: Install Poetry
uses: snok/install-poetry@v1
with:
virtualenvs-create: false
- name: Install dependencies
run: poetry install --only test
- name: Test
run: |
if [[ ${{ runner.os == 'macOS' }} ]]; then
source ./hack/activate-libomp-macos.sh
fi
poetry run tox -c ./runtimes/${{ matrix.tox-environment }}
# Ensure that having all the runtimes installed together works
test-all-runtimes:
if: github.event_name == 'push'
strategy:
fail-fast: false
matrix:
os:
- ubuntu-22.04
- macos-12
python-version:
- "3.9"
- "3.10"
runs-on: ${{ matrix.os }}
steps:
- name: Maximize build space
if: runner.os == 'Linux'
uses: easimon/maximize-build-space@master
with:
remove-dotnet: 'true'
remove-haskell: 'true'
remove-android: 'true'
remove-codeql: 'true'
remove-docker-images: 'true'
overprovision-lvm: 'true'
swap-size-mb: 1024
- uses: actions/checkout@v4
- name: Setup Docker (missing on MacOS)
if: runner.os == 'macOS'
run: ./hack/install-docker-macos.sh
- name: Downgrade OpenMP (in MacOS)
if: runner.os == 'macos'
run: |
# Recent versions of OpenMP cause segfaults in MacOS when training
# LightGBM / XGBoost models (but only when Torch is present)
# https://github.com/microsoft/LightGBM/issues/4229
# https://github.com/autogluon/autogluon/issues/1442
wget https://raw.githubusercontent.com/chenrui333/homebrew-core/0094d1513ce9e2e85e07443b8b5930ad298aad91/Formula/libomp.rb
brew unlink libomp
brew install --build-from-source ./libomp.rb
brew list --version libomp
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python-version }}
- uses: conda-incubator/setup-miniconda@v3
with:
auto-update-conda: true
auto-activate-base: false
- name: Install Poetry
uses: snok/install-poetry@v1
with:
virtualenvs-create: false
- name: Install dependencies
run: poetry install --only test
- name: Test
run: |
if [[ ${{ runner.os == 'macOS' }} ]]; then
source ./hack/activate-libomp-macos.sh
fi
poetry run tox -e all-runtimes