Frameworks #28

Workflow file for this run

.github/workflows/frameworks.yml at 86ef595

	name: Frameworks

	on:
	push:
	branches: [main]
	pull_request:
	branches: [main]
	schedule:
	- cron: "0 0 * * 1/2"

	env:
	LINES: 120
	COLUMNS: 120
	BENTOML_DO_NOT_TRACK: True
	PYTEST_PLUGINS: bentoml.testing.pytest.plugin

	# https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#defaultsrun
	defaults:
	run:
	shell: bash --noprofile --norc -exo pipefail {0}

	jobs:
	diff:
	runs-on: ubuntu-latest
	outputs:
	catboost: ${{ steps.filter.outputs.catboost }}
	diffusers: ${{ steps.filter.outputs.diffusers }}
	fastai: ${{ steps.filter.outputs.fastai }}
	keras: ${{ steps.filter.outputs.keras }}
	lightgbm: ${{ steps.filter.outputs.lightgbm }}
	mlflow: ${{ steps.filter.outputs.mlflow }}
	onnx: ${{ steps.filter.outputs.onnx }}
	picklable_model: ${{ steps.filter.outputs.picklable_model }}
	pytorch: ${{ steps.filter.outputs.pytorch }}
	pytorch_lightning: ${{ steps.filter.outputs.pytorch_lightning }}
	sklearn: ${{ steps.filter.outputs.sklearn }}
	flax: ${{ steps.filter.outputs.flax }}
	tensorflow: ${{ steps.filter.outputs.tensorflow }}
	torchscript: ${{ steps.filter.outputs.torchscript }}
	transformers: ${{ steps.filter.outputs.transformers }}
	xgboost: ${{ steps.filter.outputs.xgboost }}
	steps:
	- uses: actions/checkout@v3
	- uses: dorny/paths-filter@v2
	id: filter
	with:
	filters: \|
	related: &related
	- codecov.yml
	- pyproject.toml
	- requirements/tests-requirements.txt
	- .github/workflows/frameworks.yml
	- tests/integration/frameworks/conftest.py
	- tests/integration/frameworks/test_frameworks.py
	- src/bentoml/_internal/runner/**
	- src/bentoml/_internal/models/**
	catboost:
	- *related
	- src/bentoml/catboost.py
	- src/bentoml/_internal/frameworks/catboost.py
	- tests/integration/frameworks/models/catboost.py
	diffusers:
	- *related
	- src/bentoml/diffusers.py
	- src/bentoml/_internal/frameworks/diffusers.py
	- tests/integration/frameworks/models/diffusers.py
	lightgbm:
	- *related
	- src/bentoml/lightgbm.py
	- src/bentoml/_internal/frameworks/lightgbm.py
	- tests/integration/frameworks/models/lightgbm.py
	mlflow:
	- *related
	- src/bentoml/mlflow.py
	- src/bentoml/_internal/frameworks/mlflow.py
	- tests/integration/frameworks/mlflow
	fastai:
	- *related
	- src/bentoml/fastai.py
	- src/bentoml/_internal/frameworks/fastai.py
	- src/bentoml/_internal/frameworks/common/pytorch.py
	- tests/integration/frameworks/test_fastai_unit.py
	onnx:
	- *related
	- src/bentoml/onnx.py
	- src/bentoml/_internal/frameworks/onnx.py
	- tests/integration/frameworks/models/onnx.py
	picklable_model:
	- *related
	- src/bentoml/picklable_model.py
	- src/bentoml/_internal/frameworks/picklable_model.py
	- tests/integration/frameworks/models/picklable_model.py
	pytorch:
	- *related
	- src/bentoml/pytorch.py
	- src/bentoml/_internal/frameworks/pytorch.py
	- src/bentoml/_internal/frameworks/common/pytorch.py
	- tests/integration/frameworks/test_pytorch_unit.py
	flax:
	- *related
	- src/bentoml/flax.py
	- src/bentoml/_internal/frameworks/flax.py
	- src/bentoml/_internal/frameworks/common/jax.py
	- tests/integration/frameworks/models/flax.py
	torchscript:
	- *related
	- src/bentoml/torchscript.py
	- src/bentoml/_internal/frameworks/common/pytorch.py
	- src/bentoml/_internal/frameworks/torchscript.py
	pytorch_lightning:
	- *related
	- src/bentoml/pytorch.py
	- src/bentoml/pytorch_lightning.py
	- src/bentoml/_internal/frameworks/common/pytorch.py
	- src/bentoml/_internal/frameworks/torchscript.py
	- src/bentoml/_internal/frameworks/pytorch_lightning.py
	sklearn:
	- *related
	- src/bentoml/sklearn.py
	- src/bentoml/_internal/frameworks/sklearn.py
	- tests/integration/frameworks/models/sklearn.py
	tensorflow: &tensorflow
	- *related
	- src/bentoml/tensorflow.py
	- src/bentoml/_internal/frameworks/tensorflow_v2.py
	- tests/integration/frameworks/models/tensorflow.py
	- tests/integration/frameworks/test_tensorflow_unit.py
	keras:
	- *related
	- *tensorflow
	- src/bentoml/keras.py
	- src/bentoml/_internal/frameworks/keras.py
	- tests/integration/frameworks/models/keras.py
	transformers:
	- *related
	- src/bentoml/transformers.py
	- src/bentoml/_internal/frameworks/transformers.py
	- tests/integration/frameworks/test_transformers_unit.py
	xgboost:
	- *related
	- src/bentoml/xgboost.py
	- src/bentoml/_internal/frameworks/xgboost.py
	- tests/integration/frameworks/models/xgboost.py

	catboost_integration_tests:
	needs: diff
	if: ${{ (github.event_name == 'pull_request' && needs.diff.outputs.catboost == 'true') \|\| github.event_name == 'push' }}
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v3
	with:
	fetch-depth: 0 # fetch all tags and branches
	- name: Setup python
	uses: actions/setup-python@v4
	with:
	python-version: 3.8

	- name: Get pip cache dir
	id: cache-dir
	run: \|
	echo ::set-output name=dir::$(pip cache dir)

	- name: Cache pip dependencies
	uses: actions/cache@v3
	id: cache-pip
	with:
	path: ${{ steps.cache-dir.outputs.dir }}
	key: ${{ runner.os }}-tests-${{ hashFiles('requirements/tests-requirements.txt') }}

	- name: Install dependencies
	run: \|
	pip install .
	pip install catboost
	pip install -r requirements/tests-requirements.txt

	- name: Run tests and generate coverage report
	run: \|
	OPTS=(--cov-config pyproject.toml --cov src/bentoml --cov-append --framework catboost)
	coverage run -m pytest tests/integration/frameworks/test_frameworks.py "${OPTS[@]}"

	diffusers_integration_tests:
	needs: diff
	if: ${{ (github.event_name == 'pull_request' && needs.diff.outputs.diffusers == 'true') \|\| github.event_name == 'push' }}
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v3
	with:
	fetch-depth: 0 # fetch all tags and branches
	- name: Setup python
	uses: actions/setup-python@v4
	with:
	python-version: 3.8

	- name: Get pip cache dir
	id: cache-dir
	run: \|
	echo ::set-output name=dir::$(pip cache dir)

	- name: Cache pip dependencies
	uses: actions/cache@v3
	id: cache-pip
	with:
	path: ${{ steps.cache-dir.outputs.dir }}
	key: ${{ runner.os }}-tests-${{ hashFiles('requirements/tests-requirements.txt') }}

	- name: Install dependencies
	run: \|
	pip install .
	pip install diffusers torch transformers
	pip install -r requirements/tests-requirements.txt

	- name: Run tests and generate coverage report
	run: \|
	OPTS=(--cov-config pyproject.toml --cov src/bentoml --cov-append --framework diffusers)
	coverage run -m pytest tests/integration/frameworks/test_frameworks.py "${OPTS[@]}"

	flax_integration_tests:
	needs: diff
	if: ${{ (github.event_name == 'pull_request' && needs.diff.outputs.flax == 'true') \|\| github.event_name == 'push' }}
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v3
	with:
	fetch-depth: 0 # fetch all tags and branches
	- name: Setup python
	uses: actions/setup-python@v4
	with:
	python-version: 3.8

	- name: Get pip cache dir
	id: cache-dir
	run: \|
	echo ::set-output name=dir::$(pip cache dir)

	- name: Cache pip dependencies
	uses: actions/cache@v3
	id: cache-pip
	with:
	path: ${{ steps.cache-dir.outputs.dir }}
	key: ${{ runner.os }}-tests-${{ hashFiles('requirements/tests-requirements.txt') }}

	- name: Install dependencies
	run: \|
	pip install .
	pip install flax jax jaxlib chex tensorflow
	pip install -r requirements/tests-requirements.txt

	- name: Run tests and generate coverage report
	run: \|
	OPTS=(--cov-config pyproject.toml --cov src/bentoml --cov-append --framework flax)
	coverage run -m pytest tests/integration/frameworks/test_frameworks.py "${OPTS[@]}"

	fastai_integration_tests:
	needs: diff
	if: ${{ (github.event_name == 'pull_request' && needs.diff.outputs.fastai == 'true') \|\| github.event_name == 'push' }}
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v3
	with:
	fetch-depth: 0 # fetch all tags and branches
	- name: Setup python
	uses: actions/setup-python@v4
	with:
	python-version: 3.8

	- name: Get pip cache dir
	id: cache-dir
	run: \|
	echo ::set-output name=dir::$(pip cache dir)

	- name: Cache pip dependencies
	uses: actions/cache@v3
	id: cache-pip
	with:
	path: ${{ steps.cache-dir.outputs.dir }}
	key: ${{ runner.os }}-tests-${{ hashFiles('requirements/tests-requirements.txt') }}

	- name: Install dependencies
	run: \|
	pip install .
	pip install fastai "torch<1.12" torchvision pandas scikit-learn
	pip install -r requirements/tests-requirements.txt

	- name: Run tests and generate coverage report
	run: \|
	OPTS=(--cov-config pyproject.toml --cov src/bentoml --cov-append --framework fastai)
	coverage run -m pytest tests/integration/frameworks/test_frameworks.py tests/integration/frameworks/test_fastai_unit.py "${OPTS[@]}"

	keras_integration_tests:
	needs: diff
	if: ${{ (github.event_name == 'pull_request' && needs.diff.outputs.keras == 'true') \|\| github.event_name == 'push' }}
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v3
	with:
	fetch-depth: 0 # fetch all tags and branches
	- name: Setup python
	uses: actions/setup-python@v4
	with:
	python-version: 3.8

	- name: Get pip cache dir
	id: cache-dir
	run: \|
	echo ::set-output name=dir::$(pip cache dir)

	- name: Cache pip dependencies
	uses: actions/cache@v3
	id: cache-pip
	with:
	path: ${{ steps.cache-dir.outputs.dir }}
	key: ${{ runner.os }}-tests-${{ hashFiles('requirements/tests-requirements.txt') }}

	- name: Install dependencies
	run: \|
	pip install .
	pip install "keras<2.12" "tensorflow>=2.7.3"
	pip install -r requirements/tests-requirements.txt

	- name: Run tests and generate coverage report
	run: \|
	OPTS=(--cov-config pyproject.toml --cov src/bentoml --cov-append --framework keras)
	coverage run -m pytest tests/integration/frameworks/test_frameworks.py "${OPTS[@]}"

	lightgbm_integration_tests:
	needs: diff
	if: ${{ (github.event_name == 'pull_request' && needs.diff.outputs.lightgbm == 'true') \|\| github.event_name == 'push' }}
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v3
	with:
	fetch-depth: 0 # fetch all tags and branches
	- name: Setup python
	uses: actions/setup-python@v4
	with:
	python-version: 3.8

	- name: Get pip cache dir
	id: cache-dir
	run: \|
	echo ::set-output name=dir::$(pip cache dir)

	- name: Cache pip dependencies
	uses: actions/cache@v3
	id: cache-pip
	with:
	path: ${{ steps.cache-dir.outputs.dir }}
	key: ${{ runner.os }}-tests-${{ hashFiles('requirements/tests-requirements.txt') }}

	- name: Install dependencies
	run: \|
	pip install .
	pip install lightgbm
	pip install -r requirements/tests-requirements.txt

	- name: Run tests and generate coverage report
	run: \|
	OPTS=(--cov-config pyproject.toml --cov src/bentoml --cov-append --framework lightgbm)
	coverage run -m pytest tests/integration/frameworks/test_frameworks.py "${OPTS[@]}"

	mlflow_integration_tests:
	needs: diff
	if: ${{ (github.event_name == 'pull_request' && needs.diff.outputs.mlflow == 'true') \|\| github.event_name == 'push' }}
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v3
	with:
	fetch-depth: 0 # fetch all tags and branches
	- name: Setup python
	uses: actions/setup-python@v4
	with:
	python-version: 3.8

	- name: Get pip cache dir
	id: cache-dir
	run: \|
	echo ::set-output name=dir::$(pip cache dir)

	- name: Cache pip dependencies
	uses: actions/cache@v3
	id: cache-pip
	with:
	path: ${{ steps.cache-dir.outputs.dir }}
	key: ${{ runner.os }}-tests-${{ hashFiles('requirements/tests-requirements.txt') }}

	- name: Install dependencies
	run: \|
	pip install .
	pip install mlflow scikit-learn
	pip install -r requirements/tests-requirements.txt

	- name: Run tests and generate coverage report
	run: \|
	OPTS=(--cov-config pyproject.toml --cov src/bentoml --cov-append)
	coverage run -m pytest tests/integration/frameworks/mlflow "${OPTS[@]}"

	onnx_integration_tests:
	needs: diff
	if: ${{ (github.event_name == 'pull_request' && needs.diff.outputs.onnx == 'true') \|\| github.event_name == 'push' }}
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v3
	with:
	fetch-depth: 0 # fetch all tags and branches
	- name: Setup python
	uses: actions/setup-python@v4
	with:
	python-version: 3.8

	- name: Get pip cache dir
	id: cache-dir
	run: \|
	echo ::set-output name=dir::$(pip cache dir)

	- name: Cache pip dependencies
	uses: actions/cache@v3
	id: cache-pip
	with:
	path: ${{ steps.cache-dir.outputs.dir }}
	key: ${{ runner.os }}-tests-${{ hashFiles('requirements/tests-requirements.txt') }}

	- name: Install dependencies
	run: \|
	pip install .
	pip install onnx onnxruntime skl2onnx
	pip install -r requirements/tests-requirements.txt

	- name: Run tests and generate coverage report
	run: \|
	OPTS=(--cov-config pyproject.toml --cov src/bentoml --cov-append --framework onnx)
	coverage run -m pytest tests/integration/frameworks/test_frameworks.py "${OPTS[@]}"

	picklable_model_integration_tests:
	needs: diff
	if: ${{ (github.event_name == 'pull_request' && needs.diff.outputs.picklable_model == 'true') \|\| github.event_name == 'push' }}
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v3
	with:
	fetch-depth: 0 # fetch all tags and branches
	- name: Setup python
	uses: actions/setup-python@v4
	with:
	python-version: 3.8

	- name: Get pip cache dir
	id: cache-dir
	run: \|
	echo ::set-output name=dir::$(pip cache dir)

	- name: Cache pip dependencies
	uses: actions/cache@v3
	id: cache-pip
	with:
	path: ${{ steps.cache-dir.outputs.dir }}
	key: ${{ runner.os }}-tests-${{ hashFiles('requirements/tests-requirements.txt') }}

	- name: Install dependencies
	run: \|
	pip install .
	pip install -r requirements/tests-requirements.txt

	- name: Run tests and generate coverage report
	run: \|
	OPTS=(--cov-config pyproject.toml --cov src/bentoml --cov-append --framework picklable_model)
	coverage run -m pytest tests/integration/frameworks/test_frameworks.py "${OPTS[@]}"

	pytorch_integration_tests:
	needs: diff
	if: ${{ (github.event_name == 'pull_request' && needs.diff.outputs.pytorch == 'true') \|\| github.event_name == 'push' }}
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v3
	with:
	fetch-depth: 0 # fetch all tags and branches
	- name: Setup python
	uses: actions/setup-python@v4
	with:
	python-version: 3.8

	- name: Get pip cache dir
	id: cache-dir
	run: \|
	echo ::set-output name=dir::$(pip cache dir)

	- name: Cache pip dependencies
	uses: actions/cache@v3
	id: cache-pip
	with:
	path: ${{ steps.cache-dir.outputs.dir }}
	key: ${{ runner.os }}-tests-${{ hashFiles('requirements/tests-requirements.txt') }}

	- name: Install dependencies
	run: \|
	pip install .
	pip install torch torchvision
	pip install -r requirements/tests-requirements.txt

	- name: Run tests and generate coverage report
	run: \|
	OPTS=(--cov-config pyproject.toml --cov src/bentoml --cov-append --framework pytorch)
	coverage run -m pytest tests/integration/frameworks/test_frameworks.py tests/integration/frameworks/test_pytorch_unit.py "${OPTS[@]}"

	pytorch_lightning_integration_tests:
	needs: diff
	if: ${{ (github.event_name == 'pull_request' && needs.diff.outputs.pytorch_lightning == 'true') \|\| github.event_name == 'push' }}
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v3
	with:
	fetch-depth: 0 # fetch all tags and branches
	- name: Setup python
	uses: actions/setup-python@v4
	with:
	python-version: 3.8

	- name: Get pip cache dir
	id: cache-dir
	run: \|
	echo ::set-output name=dir::$(pip cache dir)

	- name: Cache pip dependencies
	uses: actions/cache@v3
	id: cache-pip
	with:
	path: ${{ steps.cache-dir.outputs.dir }}
	key: ${{ runner.os }}-tests-${{ hashFiles('requirements/tests-requirements.txt') }}

	- name: Install dependencies
	run: \|
	pip install .
	pip install torch torchvision lightning
	pip install -r requirements/tests-requirements.txt

	- name: Run tests and generate coverage report
	run: \|
	OPTS=(--cov-config pyproject.toml --cov src/bentoml --cov-append --framework pytorch_lightning)
	coverage run -m pytest tests/integration/frameworks/test_frameworks.py "${OPTS[@]}"

	torchscript_integration_tests:
	needs: diff
	if: ${{ (github.event_name == 'pull_request' && needs.diff.outputs.torchscript == 'true') \|\| github.event_name == 'push' }}
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v3
	with:
	fetch-depth: 0 # fetch all tags and branches
	- name: Setup python
	uses: actions/setup-python@v4
	with:
	python-version: 3.8

	- name: Get pip cache dir
	id: cache-dir
	run: \|
	echo ::set-output name=dir::$(pip cache dir)

	- name: Cache pip dependencies
	uses: actions/cache@v3
	id: cache-pip
	with:
	path: ${{ steps.cache-dir.outputs.dir }}
	key: ${{ runner.os }}-tests-${{ hashFiles('requirements/tests-requirements.txt') }}

	- name: Install dependencies
	run: \|
	pip install .
	pip install torch torchvision
	pip install -r requirements/tests-requirements.txt

	- name: Run tests and generate coverage report
	run: \|
	OPTS=(--cov-config pyproject.toml --cov src/bentoml --cov-append --framework torchscript)
	coverage run -m pytest tests/integration/frameworks/test_frameworks.py "${OPTS[@]}"

	sklearn_integration_tests:
	needs: diff
	if: ${{ (github.event_name == 'pull_request' && needs.diff.outputs.sklearn == 'true') \|\| github.event_name == 'push' }}
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v3
	with:
	fetch-depth: 0 # fetch all tags and branches
	- name: Setup python
	uses: actions/setup-python@v4
	with:
	python-version: 3.8

	- name: Get pip cache dir
	id: cache-dir
	run: \|
	echo ::set-output name=dir::$(pip cache dir)

	- name: Cache pip dependencies
	uses: actions/cache@v3
	id: cache-pip
	with:
	path: ${{ steps.cache-dir.outputs.dir }}
	key: ${{ runner.os }}-tests-${{ hashFiles('requirements/tests-requirements.txt') }}

	- name: Install dependencies
	run: \|
	pip install .
	pip install joblib scikit-learn
	pip install -r requirements/tests-requirements.txt

	- name: Run tests and generate coverage report
	run: \|
	OPTS=(--cov-config pyproject.toml --cov src/bentoml --cov-append --framework sklearn)
	coverage run -m pytest tests/integration/frameworks/test_frameworks.py "${OPTS[@]}"

	tensorflow_integration_tests:
	needs: diff
	if: ${{ (github.event_name == 'pull_request' && needs.diff.outputs.tensorflow == 'true') \|\| github.event_name == 'push' }}
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v3
	with:
	fetch-depth: 0 # fetch all tags and branches
	- name: Setup python
	uses: actions/setup-python@v4
	with:
	python-version: 3.8

	- name: Get pip cache dir
	id: cache-dir
	run: \|
	echo ::set-output name=dir::$(pip cache dir)

	- name: Cache pip dependencies
	uses: actions/cache@v3
	id: cache-pip
	with:
	path: ${{ steps.cache-dir.outputs.dir }}
	key: ${{ runner.os }}-tests-${{ hashFiles('requirements/tests-requirements.txt') }}

	- name: Install dependencies
	run: \|
	pip install .
	pip install "tensorflow>=2.7.3"
	pip install -r requirements/tests-requirements.txt

	- name: Run tests and generate coverage report
	run: \|
	OPTS=(--cov-config pyproject.toml --cov src/bentoml --cov-append --framework tensorflow)
	coverage run -m pytest tests/integration/frameworks/test_frameworks.py tests/integration/frameworks/test_tensorflow_unit.py "${OPTS[@]}"

	- name: Generate coverage
	run: coverage xml

	- name: Run tests for no eager execution
	run: \|
	OPTS=(--cov-config pyproject.toml --cov src/bentoml --cov-append --disable-tf-eager-execution --cov-report=xml:no_eager_execution.xml)
	coverage run -m pytest tests/integration/frameworks/test_tensorflow_unit.py "${OPTS[@]}"

	- name: Upload test coverage to Codecov
	uses: codecov/codecov-action@v3
	with:
	files: ./coverage.xml, ./no_eager_execution.xml
	token: ${{ secrets.CODECOV_TOKEN }}

	transformers_integration_tests:
	needs: diff
	if: ${{ (github.event_name == 'pull_request' && needs.diff.outputs.transformers == 'true') \|\| github.event_name == 'push' }}
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v3
	with:
	fetch-depth: 0 # fetch all tags and branches
	- name: Setup python
	uses: actions/setup-python@v4
	with:
	python-version: 3.8

	- name: Get pip cache dir
	id: cache-dir
	run: \|
	echo ::set-output name=dir::$(pip cache dir)

	- name: Cache pip dependencies
	uses: actions/cache@v3
	id: cache-pip
	with:
	path: ${{ steps.cache-dir.outputs.dir }}
	key: ${{ runner.os }}-tests-${{ hashFiles('requirements/tests-requirements.txt') }}

	- name: Install dependencies
	run: \|
	pip install .
	pip install tensorflow tensorflow_hub datasets transformers jax jaxlib flax torch
	pip install -r requirements/tests-requirements.txt

	- name: Run tests and generate coverage report
	run: \|
	OPTS=(--cov-config pyproject.toml --cov src/bentoml --cov-append --framework transformers)
	coverage run -m pytest tests/integration/frameworks/test_frameworks.py tests/integration/frameworks/test_transformers_unit.py "${OPTS[@]}"

	- name: Generate coverage
	run: coverage xml

	- name: Upload test coverage to Codecov
	uses: codecov/codecov-action@v3
	with:
	files: ./coverage.xml, ./no_eager_execution.xml
	token: ${{ secrets.CODECOV_TOKEN }}

	xgboost_integration_tests:
	needs: diff
	if: ${{ (github.event_name == 'pull_request' && needs.diff.outputs.xgboost == 'true') \|\| github.event_name == 'push' }}
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v3
	with:
	fetch-depth: 0 # fetch all tags and branches
	- name: Setup python
	uses: actions/setup-python@v4
	with:
	python-version: 3.8

	- name: Get pip cache dir
	id: cache-dir
	run: \|
	echo ::set-output name=dir::$(pip cache dir)

	- name: Cache pip dependencies
	uses: actions/cache@v3
	id: cache-pip
	with:
	path: ${{ steps.cache-dir.outputs.dir }}
	key: ${{ runner.os }}-tests-${{ hashFiles('requirements/tests-requirements.txt') }}

	- name: Install dependencies
	run: \|
	pip install .
	pip install xgboost
	pip install -r requirements/tests-requirements.txt

	- name: Run tests and generate coverage report
	run: \|
	OPTS=(--cov-config pyproject.toml --cov src/bentoml --cov-append --framework xgboost)
	coverage run -m pytest tests/integration/frameworks/test_frameworks.py "${OPTS[@]}"

	concurrency:
	group: frameworks${{ github.event.pull_request.number \|\| github.sha }}
	cancel-in-progress: true

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Frameworks #28

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