[DO NOT MERGE] TESTING GITHUB ACTIONS PIPELINE FOR PYTHON UPDATE #12404

Workflow file for this run

	# This workflow will install Python dependencies, run tests and lint with a variety of Python versions
	# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions

	name: pytest

	on:
	push:
	branches: ["master", "release-*"]
	pull_request:
	branches: ["master", "release-*"]

	# We want an ongoing run of this workflow to be canceled by a later commit
	# so that there is only one concurrent run of this workflow for each branch
	concurrency:
	group: pytest-${{ github.head_ref \|\| github.sha }}
	cancel-in-progress: true

	jobs:
	pytest:
	runs-on: ${{ matrix.os }}
	strategy:
	fail-fast: false
	matrix:
	os: [ubuntu-latest]
	#python-version: ["3.10", "3.11", "3.12"]
	python-version: ["3.11"]
	test-markers: ["not distributed"] #["not distributed", "distributed"]

	env:
	MARKERS: ${{ matrix.test-markers }}
	AWS_ACCESS_KEY_ID: ${{ secrets.LUDWIG_TESTS_AWS_ACCESS_KEY_ID }}
	AWS_SECRET_ACCESS_KEY: ${{ secrets.LUDWIG_TESTS_AWS_SECRET_ACCESS_KEY }}
	KAGGLE_USERNAME: ${{ secrets.KAGGLE_USERNAME }}
	KAGGLE_KEY: ${{ secrets.KAGGLE_KEY }}
	IS_NOT_FORK: ${{ !(github.event.pull_request.base.repo.full_name == 'ludwig-ai/ludwig' && github.event.pull_request.head.repo.fork) }}

	name: py${{ matrix.python-version }}, ${{ matrix.test-markers }}, ${{ matrix.os }}
	services:
	minio:
	image: fclairamb/minio-github-actions
	env:
	MINIO_ACCESS_KEY: minio
	MINIO_SECRET_KEY: minio123
	ports:
	- 9000:9000

	timeout-minutes: 150
	steps:
	- name: Setup ludwigai/ludwig-ray container for local testing with act.
	if: ${{ env.ACT }}
	run: \|
	curl -fsSL https://deb.nodesource.com/setup_16.x \| sudo -E bash -
	sudo apt-get install -y nodejs
	sudo mkdir -p /opt/hostedtoolcache/
	sudo chmod 777 -R /opt/hostedtoolcache/
	- uses: actions/checkout@v2
	- name: Set up Python ${{ matrix.python-version }}
	uses: actions/setup-python@v2
	with:
	python-version: ${{ matrix.python-version }}

	- name: Setup Linux
	if: runner.os == 'linux'
	run: \|
	sudo apt-get update && sudo apt-get install -y build-essential cmake liblapack-dev gfortran libsndfile1 wget libsox-dev libopenblas-dev

	- name: Download longintrepr.h
	run: \|
	sudo mkdir -p /usr/include/python3.11
	sudo curl -o /usr/include/python3.11/longintrepr.h https://raw.githubusercontent.com/python/cpython/refs/heads/main/Include/cpython/longintrepr.h


	# - name: Install GPy
	# run: \|
	# python -m pip install -U pip
	# pip install Cython==0.29.35
	# pip install GPy==1.10.0

	- name: Setup macOS
	if: runner.os == 'macOS'
	run: \|
	brew install libuv

	- name: pip cache
	if: ${{ !env.ACT }}
	uses: actions/cache@v2
	with:
	path: ~/.cache/pip
	key: ${{ runner.os }}-pip-py${{ matrix.python-version }}-${{ matrix.test-markers }}-${{ hashFiles('.github/workflows/pytest.yml') }}

	- name: Debug out of space
	run: \|
	du -h -d 1 ~
	df -h

	- name: Install dependencies
	run: \|
	python --version
	pip --version
	python -m pip install -U pip
	cmake --version
	pip list
	shell: bash

	- name: Install Dependencies for dev
	run: \|
	echo "starting dev"

	pip install flake8
	echo "Installed flake8 successfully."

	pip install flake8-pyproject
	echo "Installed flake8-pyproject successfully."

	pip install pre-commit
	echo "Installed pre-commit successfully."

	pip install setuptools
	echo "Installed setuptools successfully."

	- name: Install Dependencies for test
	run: \|
	echo "starting test"
	pip install pytest
	echo "Installed pytest successfully."

	pip install pytest-timeout
	echo "Installed pytest-timeout successfully."

	pip install pytest-cov
	echo "Installed pytest-cov successfully."

	pip install tifffile
	echo "Installed tifffile successfully."

	pip install wget
	echo "Installed wget successfully."

	pip install six>=1.13.0
	echo "Installed six successfully."

	pip install aim
	echo "Installed aim successfully."

	pip install wandb
	echo "Installed wandb successfully."

	pip install comet_ml
	echo "Installed comet_ml successfully."

	pip install mlflow
	echo "Installed mlflow successfully."

	pip install "sqlalchemy<2"
	echo "Installed sqlalchemy successfully."

	pip install hpbandster
	echo "Installed hpbandster successfully."

	pip install ConfigSpace==0.7.1
	echo "Installed ConfigSpace successfully."

	pip install ax-platform
	echo "Installed ax-platform successfully."

	pip install bayesian-optimization
	echo "Installed bayesian-optimization successfully."

	pip install flaml[blendsearch]
	echo "Installed flaml[blendsearch] successfully."

	pip install HEBO
	echo "Installed HEBO successfully."

	pip install nevergrad
	echo "Installed nevergrad successfully."

	pip install optuna
	echo "Installed optuna successfully."

	pip install scikit-optimize
	echo "Installed scikit-optimize successfully."

	pip install zoopt
	echo "Installed zoopt successfully."

	- name: Install Dependencies for benchmarking
	run: \|
	echo "starting benchmarking"
	pip install s3fs>=2022.8.2
	echo "Installed s3fs successfully."

	- name: Install Dependencies for distributed
	run: \|
	echo "starting distributed"
	pip install awscli
	echo "Installed awscli successfully."

	pip install "dask[dataframe]<2023.4.0"
	echo "Installed dask[dataframe] successfully."

	pip install "deepspeed!=0.11.0,<0.13.0"
	echo "Installed deepspeed successfully."

	pip install getdaft[ray]==0.1.20
	echo "Installed getdaft[ray] successfully."

	pip install GPUtil
	echo "Installed GPUtil successfully."

	pip install pyarrow
	echo "Installed pyarrow successfully."

	pip install ray[default,data,serve,tune]==2.3.1
	echo "Installed ray[default,data,serve,tune] successfully."

	pip install tblib
	echo "Installed tblib successfully."

	pip install "tensorboardX<2.3"
	echo "Installed tensorboardX successfully."

	- name: Install Dependencies for explain
	run: \|
	echo "starting explain"
	pip install captum
	echo "Installed captum successfully."

	- name: Install Dependencies for extra
	run: \|
	echo "starting extra"
	pip install horovod[pytorch]>=0.24.0,!=0.26.0
	echo "Installed horovod[pytorch] successfully."

	pip install modin[ray]
	echo "Installed modin[ray] successfully."

	pip install predibase>=2023.10.2
	echo "Installed predibase successfully."

	- name: Install Dependencies for hyperopt
	run: \|
	echo "starting hyperopt"
	pip install hyperopt
	echo "Installed hyperopt successfully."

	pip install ray[default,tune]>=2.0.0
	echo "Installed ray[default,tune] successfully."

	- name: Install Dependencies for llm
	run: \|
	echo "starting llm"
	pip install accelerate
	echo "Installed accelerate successfully."

	pip install faiss-cpu
	echo "Installed faiss-cpu successfully."

	pip install loralib
	echo "Installed loralib successfully."

	pip install peft>=0.10.0
	echo "Installed peft successfully."

	pip install sentence-transformers
	echo "Installed sentence-transformers successfully."

	- name: Install Dependencies for serve
	run: \|
	echo "starting serve"
	pip install cartonml-nightly
	echo "Installed cartonml-nightly successfully."

	pip install fastapi
	echo "Installed fastapi successfully."

	pip install httpx
	echo "Installed httpx successfully."

	pip install "neuropod==0.3.0rc6 ; platform_system != 'Windows' and python_version < '3.9'"
	echo "Installed neuropod successfully."

	pip install python-multipart
	echo "Installed python-multipart successfully."

	pip install uvicorn
	echo "Installed uvicorn successfully."

	pip install starlette
	echo "Installed starlette successfully."

	- name: Install Dependencies for tree
	run: \|
	echo "starting tree"
	pip install hummingbird-ml>=0.4.8
	echo "Installed hummingbird-ml successfully."

	pip install lightgbm
	echo "Installed lightgbm successfully."

	pip install lightgbm-ray
	echo "Installed lightgbm-ray successfully."

	- name: Install Dependencies for viz
	run: \|
	echo "starting viz"
	pip install hiplot
	echo "Installed hiplot successfully."

	pip install matplotlib==3.9.3
	echo "Installed matplotlib successfully."

	pip install ptitprince
	echo "Installed ptitprince successfully."

	pip install "seaborn>=0.7,<0.12"
	echo "Installed seaborn successfully."


	- name: Debug dependency tree
	run: \|
	python -m pip install pipdeptree
	pipdeptree > dependency-tree.txt
	cat dependency-tree.txt
	shell: bash


	- name: Unit Tests
	run: \|
	RUN_PRIVATE=$IS_NOT_FORK LUDWIG_TEST_SUITE_TIMEOUT_S=5400 pytest -v --timeout 300 --durations 100 -m "$MARKERS and not slow and not combinatorial and not horovod and not llm" --junitxml pytest.xml tests/ludwig

	- name: Regression Tests
	run: \|
	RUN_PRIVATE=$IS_NOT_FORK LUDWIG_TEST_SUITE_TIMEOUT_S=5400 pytest -v --timeout 300 --durations 100 -m "$MARKERS and not slow and not combinatorial and not horovod or benchmark and not llm" --junitxml pytest.xml tests/regression_tests

	# Skip Horovod and replace with DDP.
	# https://github.com/ludwig-ai/ludwig/issues/3468
	# - name: Install Horovod if necessary
	# if: matrix.test-markers == 'distributed' && matrix.pytorch-version != 'nightly'
	# env:
	# HOROVOD_WITH_PYTORCH: 1
	# HOROVOD_WITHOUT_MPI: 1
	# HOROVOD_WITHOUT_TENSORFLOW: 1
	# HOROVOD_WITHOUT_MXNET: 1
	# run: \|
	# pip install -r requirements_extra.txt
	# HOROVOD_BUILT=$(python -c "import horovod.torch; horovod.torch.nccl_built(); print('SUCCESS')" \|\| true)
	# if [[ $HOROVOD_BUILT != "SUCCESS" ]]; then
	# pip uninstall -y horovod
	# pip install --no-cache-dir git+https://github.com/horovod/horovod.git@master
	# fi
	# horovodrun --check-build
	# shell: bash

	# Skip Horovod tests and replace with DDP.
	# https://github.com/ludwig-ai/ludwig/issues/3468
	# - name: Horovod Tests
	# if: matrix.test-markers == 'distributed' && matrix.pytorch-version != 'nightly'
	# run: \|
	# RUN_PRIVATE=$IS_NOT_FORK LUDWIG_TEST_SUITE_TIMEOUT_S=5400 pytest -v --timeout 300 --durations 100 -m "$MARKERS and horovod and not slow and not combinatorial and not llm" --junitxml pytest.xml tests/

	- name: Upload Unit Test Results
	if: ${{ always() && !env.ACT }}
	uses: actions/upload-artifact@v4
	with:
	name: Unit Test Results (Python ${{ matrix.python-version }} ${{ matrix.test-markers }})
	path: pytest-${{ matrix.python-version }}-${{ matrix.test-markers }}.xml

	# integration-tests:
	# name: ${{ matrix.test-markers }}
	# runs-on: ubuntu-latest
	# strategy:
	# fail-fast: false
	# matrix:
	# test-markers:
	# - "integration_tests_a"
	# - "integration_tests_b"
	# - "integration_tests_c"
	# - "integration_tests_d"
	# - "integration_tests_e"
	# - "integration_tests_f"

	# env:
	# AWS_ACCESS_KEY_ID: ${{ secrets.LUDWIG_TESTS_AWS_ACCESS_KEY_ID }}
	# AWS_SECRET_ACCESS_KEY: ${{ secrets.LUDWIG_TESTS_AWS_SECRET_ACCESS_KEY }}
	# KAGGLE_USERNAME: ${{ secrets.KAGGLE_USERNAME }}
	# KAGGLE_KEY: ${{ secrets.KAGGLE_KEY }}
	# IS_NOT_FORK: ${{ !(github.event.pull_request.base.repo.full_name == 'ludwig-ai/ludwig' && github.event.pull_request.head.repo.fork) }}
	# MARKERS: ${{ matrix.test-markers }}

	# services:
	# minio:
	# image: fclairamb/minio-github-actions
	# env:
	# MINIO_ACCESS_KEY: minio
	# MINIO_SECRET_KEY: minio123
	# ports:
	# - 9000:9000

	# timeout-minutes: 90
	# steps:
	# - uses: actions/checkout@v2
	# - name: Set up Python 3.10
	# uses: actions/setup-python@v2
	# with:
	# python-version: "3.10"

	# - name: Setup Linux
	# if: runner.os == 'linux'
	# run: \|
	# sudo apt-get update && sudo apt-get install -y cmake libsndfile1

	# - name: Setup macOS
	# if: runner.os == 'macOS'
	# run: \|
	# brew install libuv

	# - name: Install dependencies
	# run: \|
	# python --version
	# pip --version
	# python -m pip install -U pip

	# # remove torch and ray from the dependencies so we can add them depending on the matrix args for the job.
	# cat requirements.txt \| sed '/^torch[>=<\b]/d' \| sed '/^torchtext/d' \| sed '/^torchvision/d' \| sed '/^torchaudio/d' > requirements-temp && mv requirements-temp requirements.txt
	# cat requirements_distributed.txt \| sed '/^ray[\[]/d'
	# pip install torch==2.0.0 torchtext torchvision torchaudio
	# pip install ray==2.3.0
	# pip install '.[test]'
	# pip list
	# shell: bash

	# - name: Free Disk Space (Ubuntu)
	# uses: jlumbroso/free-disk-space@main
	# with:
	# tool-cache: false
	# android: true
	# dotnet: true
	# haskell: true
	# large-packages: false
	# docker-images: true
	# swap-storage: true

	# - name: Clean out /tmp directory
	# run: \|
	# sudo rm -rf /tmp/*

	# - name: Integration Tests
	# run: \|
	# RUN_PRIVATE=$IS_NOT_FORK LUDWIG_TEST_SUITE_TIMEOUT_S=7200 pytest -v --timeout 300 --durations 100 -m "not slow and not combinatorial and not horovod and not llm and $MARKERS" --junitxml pytest.xml tests/integration_tests

	# llm-tests:
	# name: LLM Tests
	# runs-on: ubuntu-latest

	# timeout-minutes: 60
	# steps:
	# - uses: actions/checkout@v2
	# - name: Set up Python 3.9
	# uses: actions/setup-python@v2
	# with:
	# python-version: 3.9

	# - name: Setup Linux
	# if: runner.os == 'linux'
	# run: \|
	# sudo apt-get update && sudo apt-get install -y cmake libsndfile1

	# - name: Setup macOS
	# if: runner.os == 'macOS'
	# run: \|
	# brew install libuv

	# - name: Install dependencies
	# run: \|
	# python --version
	# pip --version
	# python -m pip install -U pip

	# # remove torch and ray from the dependencies so we can add them depending on the matrix args for the job.
	# cat requirements.txt \| sed '/^torch[>=<\b]/d' \| sed '/^torchtext/d' \| sed '/^torchvision/d' \| sed '/^torchaudio/d' > requirements-temp && mv requirements-temp requirements.txt
	# cat requirements_distributed.txt \| sed '/^ray[\[]/d'
	# pip install torch==2.0.0 torchtext torchvision torchaudio
	# pip install ray==2.3.0
	# pip install '.[test]'
	# pip list
	# shell: bash

	# - name: LLM Tests
	# run: \|
	# pytest -vs --durations 100 -m "llm" --junitxml pytest.xml tests


	#COMMENTED OUT COMBINATORIAL TEST ########################################

	# combinatorial-tests:
	# name: Combinatorial Tests
	# runs-on: ubuntu-latest

	# timeout-minutes: 60
	# steps:
	# - uses: actions/checkout@v2
	# - name: Set up Python 3.11
	# uses: actions/setup-python@v5
	# with:
	# python-version: "3.11"

	# - name: Setup Linux
	# if: runner.os == 'linux'
	# run: \|
	# sudo apt-get update && sudo apt-get install -y cmake libsndfile1

	# - name: Setup macOS
	# if: runner.os == 'macOS'
	# run: \|
	# brew install libuv

	# - name: Install dependencies
	# run: \|
	# python --version
	# pip --version
	# python -m pip install -U pip
	# pip install '.[test]'
	# pip list
	# shell: bash

	# - name: Testing combinatorial config generation code
	# run: \|
	# pytest -vs --durations 100 -m "combinatorial" --junitxml pytest.xml tests/ludwig/config_sampling

	# - name: Combinatorial Tests
	# run: \|
	# pytest -rx --durations 100 -m "combinatorial" --junitxml pytest.xml tests/training_success

	#COMMENTED OUT COMBINATORIAL TEST ########################################


	test-minimal-install:
	name: Test Minimal Install
	runs-on: ubuntu-latest

	timeout-minutes: 15
	steps:
	- uses: actions/checkout@v2
	- name: Set up Python 3.11
	uses: actions/setup-python@v2
	with:
	python-version: "3.11"

	- name: Setup Linux
	if: runner.os == 'linux'
	run: \|
	sudo apt-get update && sudo apt-get install -y cmake libsndfile1

	- name: Setup macOS
	if: runner.os == 'macOS'
	run: \|
	brew install libuv

	- name: Install dependencies
	run: \|
	python --version
	pip --version
	python -m pip install -U pip
	pip install -e '.'
	pip list
	shell: bash
	- name: Check Install
	run: \|
	ludwig check_install
	shell: bash

	- name: Test Getting Started
	run: \|
	cd examples/getting_started && sh ./run.sh
	shell: bash

	# start-runner:
	# name: Start self-hosted EC2 runner
	# if: >
	# always() && needs.pytest.result != 'failure' && (
	# github.event_name == 'schedule' && github.repository == 'ludwig-ai/ludwig' \|\|
	# github.event_name == 'push' && github.repository == 'ludwig-ai/ludwig' \|\|
	# github.event_name == 'pull_request' && github.event.pull_request.base.repo.full_name == 'ludwig-ai/ludwig' && !github.event.pull_request.head.repo.fork)
	# needs: pytest
	# runs-on: ubuntu-latest
	# outputs:
	# label: ${{ steps.start-ec2-runner.outputs.label }}
	# ec2-instance-id: ${{ steps.start-ec2-runner.outputs.ec2-instance-id }}

	# steps:
	# - name: Configure AWS credentials
	# uses: aws-actions/configure-aws-credentials@v1
	# with:
	# aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
	# aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
	# aws-region: ${{ secrets.AWS_REGION }}

	# - name: Start EC2 runner
	# id: start-ec2-runner
	# uses: machulav/[email protected]
	# with:
	# mode: start
	# github-token: ${{ secrets.GH_PERSONAL_ACCESS_TOKEN }}
	# ec2-image-id: ami-0759580dedc953d1f
	# ec2-instance-type: g4dn.xlarge
	# subnet-id: subnet-0983be43
	# security-group-id: sg-4cba0d08
	# aws-resource-tags: >
	# [
	# {"Key": "Name", "Value": "ludwig-github-${{ github.head_ref \|\| github.sha }}"},
	# {"Key": "GitHubRepository", "Value": "${{ github.repository }}"},
	# {"Key": "GitHubHeadRef", "Value": "${{ github.head_ref }}"},
	# {"Key": "GitHubSHA", "Value": "${{ github.sha }}"}
	# ]

	# pytest-gpu:
	# if: needs.start-runner.result != 'skipped'
	# needs: start-runner # required to start the main job when the runner is ready
	# runs-on: ${{ needs.start-runner.outputs.label }} # run the job on the newly created runners
	# strategy:
	# fail-fast: false
	# matrix:
	# python-version: [3.7]
	# include:
	# - python-version: 3.7
	# pytorch-version: 1.10.0
	# torchscript-version: 1.10.2
	# env:
	# PYTORCH: ${{ matrix.pytorch-version }}
	# NEUROPOD_BASE_DIR: "/usr/local/lib/neuropod"
	# NEUROPOD_VERISON: "0.3.0-rc6"
	# TORCHSCRIPT_VERSION: ${{ matrix.torchscript-version }}

	# name: py${{ matrix.python-version }}, torch-${{ matrix.pytorch-version }}, gpu

	# timeout-minutes: 70
	# steps:
	# - uses: actions/checkout@v2
	# - name: Set up Python ${{ matrix.python-version }}
	# uses: actions/setup-python@v2
	# with:
	# python-version: ${{ matrix.python-version }}

	# - name: Setup Linux
	# if: runner.os == 'linux'
	# run: \|
	# sudo apt-get update && sudo apt-get install -y libsndfile1 cmake ccache build-essential g++-8 gcc-8
	# cmake --version

	# - name: Install CUDA drivers
	# run: \|
	# wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/cuda-ubuntu2004.pin
	# sudo mv cuda-ubuntu2004.pin /etc/apt/preferences.d/cuda-repository-pin-600
	# wget https://developer.download.nvidia.com/compute/cuda/11.5.1/local_installers/cuda-repo-ubuntu2004-11-5-local_11.5.1-495.29.05-1_amd64.deb
	# sudo dpkg -i cuda-repo-ubuntu2004-11-5-local_11.5.1-495.29.05-1_amd64.deb
	# sudo apt-key add /var/cuda-repo-ubuntu2004-11-5-local/7fa2af80.pub
	# sudo apt-get update
	# sudo apt-get -y install cuda
	# shell: bash

	# - name: pip cache
	# uses: actions/cache@v2
	# with:
	# path: ~/.cache/pip
	# key: ${{ runner.os }}-pip-py${{ matrix.python-version }}-torch${{ matrix.pytorch-version }}-${{ hashFiles('requirements*.txt') }}
	# restore-keys: \|
	# ${{ runner.os }}-pip-py${{ matrix.python-version }}-torch${{ matrix.pytorch-version }}-

	# - name: Install dependencies
	# env:
	# HOROVOD_WITH_PYTORCH: 1
	# HOROVOD_WITHOUT_MPI: 1
	# HOROVOD_WITHOUT_TENSORFLOW: 1
	# HOROVOD_WITHOUT_MXNET: 1
	# run: \|
	# python --version
	# pip --version
	# python -m pip install -U pip
	# if [ $PYTORCH == "nightly" ]; then
	# cat requirements.txt \| sed '/^torch[>=<]/d' > requirements-temp && mv requirements-temp requirements.txt
	# pip install --pre torch torchvision -f https://download.pytorch.org/whl/torch_stable.html
	# else
	# pip install torch==${PYTORCH}+cu111 -f https://download.pytorch.org/whl/torch_stable.html
	# fi
	# # pip install --no-cache-dir git+https://github.com/horovod/horovod.git@master
	# pip install dulwich==0.20.26 # workaround for `/usr/bin/ld: cannot find -lpython3.7m`
	# pip install '.[test]'
	# pip list
	# shell: bash

	# - name: Install Neuropod backend
	# run: \|
	# sudo mkdir -p "$NEUROPOD_BASE_DIR"
	# curl -L https://github.com/uber/neuropod/releases/download/v${{ env.NEUROPOD_VERISON }}/libneuropod-cpu-linux-v${{ env.NEUROPOD_VERISON }}-torchscript-${{ env.TORCHSCRIPT_VERSION }}-backend.tar.gz \| sudo tar -xz -C "$NEUROPOD_BASE_DIR"
	# shell: bash

	# - name: Reinstall Horovod if necessary
	# env:
	# HOROVOD_WITH_PYTORCH: 1
	# HOROVOD_WITHOUT_MPI: 1
	# HOROVOD_WITHOUT_TENSORFLOW: 1
	# HOROVOD_WITHOUT_MXNET: 1
	# run: \|
	# HOROVOD_BUILT=$(python -c "import horovod.torch; horovod.torch.nccl_built(); print('SUCCESS')" \|\| true)
	# if [[ $HOROVOD_BUILT != "SUCCESS" ]]; then
	# pip uninstall -y horovod
	# pip install --no-cache-dir git+https://github.com/horovod/horovod.git@master
	# fi
	# horovodrun --check-build
	# shell: bash

	# - name: Check CUDA is available
	# run: \|
	# python -c "import torch; assert torch.cuda.is_available()"

	# - name: Tests
	# run: \|
	# pytest -v --timeout 300 --durations 10 --junitxml pytest.xml tests

	# - name: Upload Unit Test Results
	# if: always()
	# uses: actions/upload-artifact@v2
	# with:
	# name: Unit Test Results (Python ${{ matrix.python-version }} gpu
	# path: pytest.xml

	event_file:
	name: "Event File"
	runs-on: ubuntu-latest

	steps:
	- name: Upload
	if: ${{ !env.ACT }}
	uses: actions/upload-artifact@v4
	with:
	name: Event File
	path: ${{ github.event_path }}

	# stop-runner:
	# name: Stop self-hosted EC2 runner

	# # required to stop the runner even if the error happened in the previous job
	# if: always() && needs.start-runner.result != 'skipped'
	# needs:
	# - start-runner # required to get output from the start-runner job
	# - pytest-gpu # required to wait when the main job is done
	# runs-on: ubuntu-latest

	# steps:
	# - name: Configure AWS credentials
	# uses: aws-actions/configure-aws-credentials@v1
	# with:
	# aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
	# aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
	# aws-region: ${{ secrets.AWS_REGION }}

	# - name: Stop EC2 runner
	# uses: machulav/[email protected]
	# with:
	# mode: stop
	# github-token: ${{ secrets.GH_PERSONAL_ACCESS_TOKEN }}
	# label: ${{ needs.start-runner.outputs.label }}
	# ec2-instance-id: ${{ needs.start-runner.outputs.ec2-instance-id }}

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