Run python3 dev/update_mlflow_versions.py post-release...
(#13772)
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name: MLflow tests | |
on: | |
pull_request: | |
types: | |
- opened | |
- synchronize | |
- reopened | |
- ready_for_review | |
push: | |
branches: | |
- master | |
- branch-[0-9]+.[0-9]+ | |
permissions: | |
contents: read | |
concurrency: | |
group: ${{ github.workflow }}-${{ github.event_name }}-${{ github.ref }} | |
cancel-in-progress: true | |
# Use `bash --noprofile --norc -exo pipefail` by default for all `run` steps in this workflow: | |
# https://docs.github.com/en/actions/reference/workflow-syntax-for-github-actions#defaultsrun | |
defaults: | |
run: | |
shell: bash --noprofile --norc -exo pipefail {0} | |
env: | |
MLFLOW_HOME: /home/runner/work/mlflow/mlflow | |
# Note miniconda is pre-installed in the virtual environments for GitHub Actions: | |
# https://github.com/actions/virtual-environments/blob/main/images/linux/scripts/installers/miniconda.sh | |
MLFLOW_CONDA_HOME: /usr/share/miniconda | |
SPARK_LOCAL_IP: localhost | |
PIP_EXTRA_INDEX_URL: https://download.pytorch.org/whl/cpu | |
PYTHONUTF8: "1" | |
jobs: | |
# python-skinny tests cover a subset of mlflow functionality | |
# that is meant to be supported with a smaller dependency footprint. | |
# The python skinny tests cover the subset of mlflow functionality | |
# while also verifying certain dependencies are omitted. | |
python-skinny: | |
if: github.event_name != 'pull_request' || github.event.pull_request.draft == false | |
runs-on: ubuntu-latest | |
timeout-minutes: 30 | |
steps: | |
- uses: actions/checkout@v4 | |
with: | |
submodules: recursive | |
- uses: ./.github/actions/untracked | |
- uses: ./.github/actions/setup-python | |
- name: Install dependencies | |
run: | | |
source ./dev/install-common-deps.sh --skinny | |
- name: Run tests | |
run: | | |
./dev/run-python-skinny-tests.sh | |
python: | |
if: github.event_name != 'pull_request' || github.event.pull_request.draft == false | |
runs-on: ubuntu-latest | |
timeout-minutes: 120 | |
strategy: | |
fail-fast: false | |
matrix: | |
group: [1, 2] | |
include: | |
- splits: 2 | |
steps: | |
- uses: actions/checkout@v4 | |
with: | |
submodules: recursive | |
- uses: ./.github/actions/untracked | |
- uses: ./.github/actions/free-disk-space | |
- uses: ./.github/actions/setup-python | |
- uses: ./.github/actions/setup-pyenv | |
- uses: ./.github/actions/setup-java | |
- uses: ./.github/actions/cache-pip | |
- name: Install dependencies | |
run: | | |
python -m venv .venv | |
source .venv/bin/activate | |
source ./dev/install-common-deps.sh --ml | |
# transformers doesn't support Keras 3 yet. tf-keras needs to be installed as a workaround. | |
pip install tf-keras | |
- uses: ./.github/actions/show-versions | |
- uses: ./.github/actions/pipdeptree | |
- name: Import check | |
run: | | |
source .venv/bin/activate | |
python tests/check_mlflow_lazily_imports_ml_packages.py | |
- name: Run tests | |
run: | | |
source .venv/bin/activate | |
source dev/setup-ssh.sh | |
pytest --splits=${{ matrix.splits }} --group=${{ matrix.group }} --quiet --requires-ssh \ | |
--ignore-flavors --ignore=tests/examples --ignore=tests/recipes --ignore=tests/evaluate \ | |
--ignore tests/deployments/server tests | |
database: | |
if: github.event_name != 'pull_request' || github.event.pull_request.draft == false | |
runs-on: ubuntu-latest | |
timeout-minutes: 90 | |
steps: | |
- uses: actions/checkout@v4 | |
with: | |
submodules: recursive | |
- uses: ./.github/actions/untracked | |
- name: Build | |
run: | | |
./tests/db/compose.sh pull -q postgresql mysql mssql | |
docker images | |
./tests/db/compose.sh build --build-arg DEPENDENCIES="$(cat requirements/skinny-requirements.txt requirements/core-requirements.txt | grep -Ev '^(#|$)')" | |
- name: Run tests | |
run: | | |
set +e | |
err=0 | |
trap 'err=1' ERR | |
for service in $(./tests/db/compose.sh config --services | grep '^mlflow-' | sort) | |
do | |
# Set `--no-TTY` to show container logs on GitHub Actions: | |
# https://github.com/actions/virtual-environments/issues/5022 | |
./tests/db/compose.sh run --rm --no-TTY $service pytest \ | |
tests/store/tracking/test_sqlalchemy_store.py \ | |
tests/store/model_registry/test_sqlalchemy_store.py \ | |
tests/db | |
done | |
test $err = 0 | |
- name: Run migration check | |
run: | | |
set +e | |
err=0 | |
trap 'err=1' ERR | |
./tests/db/compose.sh down --volumes --remove-orphans | |
for service in $(./tests/db/compose.sh config --services | grep '^migration-') | |
do | |
./tests/db/compose.sh run --rm --no-TTY $service | |
done | |
test $err = 0 | |
- name: Clean up | |
run: | | |
./tests/db/compose.sh down --volumes --remove-orphans --rmi all | |
java: | |
if: github.event_name != 'pull_request' || github.event.pull_request.draft == false | |
runs-on: ubuntu-latest | |
timeout-minutes: 30 | |
steps: | |
- uses: actions/checkout@v4 | |
with: | |
submodules: recursive | |
- uses: ./.github/actions/untracked | |
- uses: ./.github/actions/setup-python | |
- uses: ./.github/actions/setup-java | |
- name: Install dependencies | |
run: | | |
source ./dev/install-common-deps.sh | |
- uses: ./.github/actions/show-versions | |
- uses: ./.github/actions/pipdeptree | |
- name: Run tests | |
run: | | |
cd mlflow/java | |
mvn clean package -q | |
flavors: | |
if: github.event_name != 'pull_request' || github.event.pull_request.draft == false | |
runs-on: ubuntu-latest | |
timeout-minutes: 120 | |
steps: | |
- uses: actions/checkout@v4 | |
with: | |
submodules: recursive | |
- uses: ./.github/actions/untracked | |
- uses: ./.github/actions/setup-python | |
- uses: ./.github/actions/setup-pyenv | |
- uses: ./.github/actions/setup-java | |
- uses: ./.github/actions/cache-pip | |
- name: Install dependencies | |
run: | | |
python -m venv .venv | |
source .venv/bin/activate | |
source ./dev/install-common-deps.sh --ml | |
# transformers doesn't support Keras 3 yet. tf-keras needs to be installed as a workaround. | |
pip install tf-keras | |
- uses: ./.github/actions/show-versions | |
- uses: ./.github/actions/pipdeptree | |
- name: Run tests | |
run: | | |
source .venv/bin/activate | |
pytest \ | |
tests/utils/test_model_utils.py \ | |
tests/tracking/fluent/test_fluent_autolog.py \ | |
tests/autologging \ | |
tests/server/auth | |
# It takes 9 ~ 10 minutes to run tests in `tests/models`. To make CI finish faster, | |
# run these tests in a separate job. | |
models: | |
if: github.event_name != 'pull_request' || github.event.pull_request.draft == false | |
runs-on: ubuntu-latest | |
timeout-minutes: 120 | |
strategy: | |
fail-fast: false | |
matrix: | |
group: [1, 2] | |
include: | |
- splits: 2 | |
steps: | |
- uses: actions/checkout@v4 | |
with: | |
submodules: recursive | |
- uses: ./.github/actions/untracked | |
- uses: ./.github/actions/free-disk-space | |
- uses: ./.github/actions/setup-python | |
- uses: ./.github/actions/setup-pyenv | |
- uses: ./.github/actions/setup-java | |
- name: Install dependencies | |
run: | | |
source ./dev/install-common-deps.sh | |
pip install pyspark langchain langchain-community '.[mlserver]' | |
- uses: ./.github/actions/show-versions | |
- uses: ./.github/actions/pipdeptree | |
- name: Run tests | |
run: | | |
pytest --splits=${{ matrix.splits }} --group=${{ matrix.group }} tests/models | |
# NOTE: numpy is pinned in this suite due to its heavy reliance on shap, which internally uses | |
# references to the now fully deprecated (as of 1.24.x) numpy types (i.e., np.bool). | |
# When the shap cross version tests are passing in a new release version of shap, this pin should | |
# be removed. | |
evaluate: | |
if: github.event_name != 'pull_request' || github.event.pull_request.draft == false | |
runs-on: ubuntu-latest | |
timeout-minutes: 90 | |
strategy: | |
fail-fast: false | |
matrix: | |
group: [1, 2] | |
include: | |
- splits: 2 | |
steps: | |
- uses: actions/checkout@v4 | |
with: | |
submodules: recursive | |
- uses: ./.github/actions/untracked | |
- uses: ./.github/actions/setup-python | |
- uses: ./.github/actions/setup-pyenv | |
- uses: ./.github/actions/setup-java | |
- name: Install dependencies | |
run: | | |
source ./dev/install-common-deps.sh | |
pip install pyspark torch transformers langchain langchain-experimental '.[genai]' | |
- uses: ./.github/actions/show-versions | |
- uses: ./.github/actions/pipdeptree | |
- name: Run tests | |
run: | | |
pytest --splits=${{ matrix.splits }} --group=${{ matrix.group }} tests/evaluate --ignore=tests/evaluate/test_default_evaluator_delta.py | |
- name: Run tests with delta | |
run: | | |
pytest tests/evaluate/test_default_evaluator_delta.py | |
pyfunc: | |
if: github.event_name != 'pull_request' || github.event.pull_request.draft == false | |
runs-on: ubuntu-latest | |
timeout-minutes: 120 | |
strategy: | |
fail-fast: false | |
matrix: | |
group: [1, 2] | |
include: | |
- splits: 2 | |
steps: | |
- uses: actions/checkout@v4 | |
with: | |
submodules: recursive | |
- uses: ./.github/actions/untracked | |
- uses: ./.github/actions/free-disk-space | |
- uses: ./.github/actions/setup-python | |
- uses: ./.github/actions/setup-pyenv | |
- uses: ./.github/actions/setup-java | |
- name: Install dependencies | |
run: | | |
source ./dev/install-common-deps.sh | |
pip install tensorflow 'pyspark[connect]' | |
pip install typing_extensions -U | |
- uses: ./.github/actions/show-versions | |
- uses: ./.github/actions/pipdeptree | |
- name: Run tests | |
run: | | |
pytest --splits=${{ matrix.splits }} --group=${{ matrix.group }} --durations=30 \ | |
tests/pyfunc --ignore tests/pyfunc/test_spark_connect.py | |
# test_spark_connect.py fails if it's run with other tests, so run it separately. | |
pytest tests/pyfunc/test_spark_connect.py | |
sagemaker: | |
if: github.event_name != 'pull_request' || github.event.pull_request.draft == false | |
runs-on: ubuntu-latest | |
timeout-minutes: 120 | |
steps: | |
- uses: actions/checkout@v4 | |
with: | |
submodules: recursive | |
- uses: ./.github/actions/untracked | |
- uses: ./.github/actions/setup-python | |
- uses: ./.github/actions/setup-java | |
- name: Install dependencies | |
run: | | |
source ./dev/install-common-deps.sh --ml | |
- uses: ./.github/actions/show-versions | |
- uses: ./.github/actions/pipdeptree | |
- name: Run tests | |
run: | | |
pytest tests/sagemaker | |
windows: | |
if: github.event_name != 'pull_request' || github.event.pull_request.draft == false | |
runs-on: windows-latest | |
timeout-minutes: 120 | |
strategy: | |
fail-fast: false | |
matrix: | |
group: [1, 2] | |
include: | |
- splits: 2 | |
steps: | |
- uses: actions/checkout@v4 | |
with: | |
submodules: recursive | |
- uses: ./.github/actions/untracked | |
- uses: ./.github/actions/setup-python | |
- uses: ./.github/actions/setup-pyenv | |
- uses: ./.github/actions/setup-java | |
- uses: ./.github/actions/cache-pip | |
- name: Install python dependencies | |
run: | | |
python -m venv .venv | |
source .venv/Scripts/activate | |
python -m pip install -U pip | |
pip install --no-dependencies tests/resources/mlflow-test-plugin | |
pip install '.[extras,genai]' | |
pip install pyspark | |
# Install Hugging Face datasets to test Hugging Face usage with MLflow dataset tracking | |
pip install datasets | |
# Install TensorFlow to test TensorFlow dataset usage with MLflow dataset tracking | |
pip install tensorflow | |
# Install torch and transformers to test metrics | |
pip install torch transformers | |
pip install -r requirements/test-requirements.txt | |
# transformers doesn't support Keras 3 yet. tf-keras needs to be installed as a workaround. | |
pip install tf-keras | |
- uses: ./.github/actions/show-versions | |
- uses: ./.github/actions/pipdeptree | |
- name: Download Hadoop winutils for Spark | |
run: | | |
git clone https://github.com/cdarlint/winutils /tmp/winutils | |
- name: Run python tests | |
env: | |
# Starting from SQLAlchemy version 2.0, `QueuePool` is the default connection pool | |
# when creating an `Engine`. `QueuePool` prevents the removal of temporary database | |
# files created during tests on Windows as it keeps the DB connection open until | |
# it's explicitly disposed. | |
MLFLOW_SQLALCHEMYSTORE_POOLCLASS: "NullPool" | |
run: | | |
source .venv/Scripts/activate | |
# Set Hadoop environment variables required for testing Spark integrations on Windows | |
export HADOOP_HOME=/tmp/winutils/hadoop-3.2.2 | |
export PATH=$PATH:$HADOOP_HOME/bin | |
# Run Windows tests | |
pytest --splits=${{ matrix.splits }} --group=${{ matrix.group }} \ | |
--ignore-flavors --ignore=tests/projects --ignore=tests/examples --ignore=tests/recipes --ignore=tests/evaluate --ignore tests/deployments/server \ | |
tests | |
# MLeap is incompatible on Windows with PySpark3.4 release. | |
# Reinstate tests when MLeap has released a fix. [ML-30491] | |
# pytest tests/mleap |