114 lines
4.1 KiB
YAML
114 lines
4.1 KiB
YAML
# Python package
|
|
# Create and test a Python package on multiple Python versions.
|
|
# Add steps that analyze code, save the dist with the build record, publish to a PyPI-compatible index, and more:
|
|
# https://docs.microsoft.com/azure/devops/pipelines/languages/python
|
|
|
|
trigger:
|
|
tags:
|
|
include:
|
|
- '*'
|
|
branches:
|
|
include:
|
|
- "master"
|
|
- "release/*"
|
|
- "refs/tags/*"
|
|
pr:
|
|
- "master"
|
|
- "release/*"
|
|
|
|
jobs:
|
|
- job: testing
|
|
strategy:
|
|
matrix:
|
|
'PyTorch - stable':
|
|
image: "pytorchlightning/pytorch_lightning:base-cuda-py3.9-torch1.11"
|
|
# how long to run the job before automatically cancelling
|
|
timeoutInMinutes: "100"
|
|
# how much time to give 'run always even if cancelled tasks' before stopping them
|
|
cancelTimeoutInMinutes: "2"
|
|
pool: azure-jirka-spot
|
|
container:
|
|
image: $(image)
|
|
# default shm size is 64m. Increase it to avoid:
|
|
# 'Error while creating shared memory: unhandled system error, NCCL version 2.7.8'
|
|
options: "--runtime=nvidia -e NVIDIA_VISIBLE_DEVICES=all --shm-size=512m"
|
|
workspace:
|
|
clean: all
|
|
|
|
steps:
|
|
|
|
- bash: |
|
|
lspci | egrep 'VGA|3D'
|
|
whereis nvidia
|
|
nvidia-smi
|
|
which python && which pip
|
|
python --version
|
|
pip --version
|
|
pip list
|
|
displayName: 'Image info & NVIDIA'
|
|
|
|
- bash: |
|
|
python -c "fname = 'requirements/strategies.txt' ; lines = [line for line in open(fname).readlines() if 'horovod' not in line] ; open(fname, 'w').writelines(lines)"
|
|
CUDA_VERSION_MM=$(python -c "import torch ; print(''.join(map(str, torch.version.cuda.split('.')[:2])))")
|
|
pip install "bagua-cuda$CUDA_VERSION_MM>=0.9.0"
|
|
pip install -e .[strategies]
|
|
pip install --requirement requirements/devel.txt
|
|
pip list
|
|
displayName: 'Install dependencies'
|
|
|
|
- bash: |
|
|
set -e
|
|
python requirements/collect_env_details.py
|
|
python -c "import torch ; mgpu = torch.cuda.device_count() ; assert mgpu >= 2, f'GPU: {mgpu}'"
|
|
python requirements/check-avail-strategies.py
|
|
python requirements/check-avail-extras.py
|
|
displayName: 'Env details'
|
|
|
|
- bash: bash .actions/pull_legacy_checkpoints.sh
|
|
displayName: 'Get legacy checkpoints'
|
|
|
|
- bash: python -m coverage run --source pytorch_lightning -m pytest
|
|
workingDirectory: src/pytorch_lightning
|
|
displayName: 'Testing: PyTorch doctests'
|
|
|
|
- bash: python -m coverage run --source pytorch_lightning -m pytest --ignore benchmarks -v --junitxml=$(Build.StagingDirectory)/test-results.xml --durations=50
|
|
displayName: 'Testing: PyTorch standard'
|
|
workingDirectory: tests/tests_pytorch
|
|
|
|
- bash: bash run_standalone_tests.sh
|
|
workingDirectory: tests/tests_pytorch
|
|
env:
|
|
PL_USE_MOCKED_MNIST: "1"
|
|
displayName: 'Testing: PyTorch standalone tests'
|
|
|
|
- bash: |
|
|
python -m coverage report
|
|
python -m coverage xml
|
|
python -m coverage html
|
|
python -m codecov --token=$(CODECOV_TOKEN) --commit=$(Build.SourceVersion) --flags=gpu,pytest --name="GPU-coverage" --env=linux,azure
|
|
ls -l
|
|
workingDirectory: tests/tests_pytorch
|
|
displayName: 'Statistics'
|
|
|
|
- task: PublishTestResults@2
|
|
displayName: 'Publish test results'
|
|
inputs:
|
|
testResultsFiles: '$(Build.StagingDirectory)/test-results.xml'
|
|
testRunTitle: '$(Agent.OS) - $(Build.DefinitionName) - Python $(python.version)'
|
|
condition: succeededOrFailed()
|
|
|
|
- script: |
|
|
set -e
|
|
bash run_ddp_examples.sh
|
|
bash run_pl_examples.sh --trainer.accelerator=gpu --trainer.devices=1
|
|
bash run_pl_examples.sh --trainer.accelerator=gpu --trainer.devices=2 --trainer.strategy=ddp
|
|
bash run_pl_examples.sh --trainer.accelerator=gpu --trainer.devices=2 --trainer.strategy=ddp --trainer.precision=16
|
|
workingDirectory: examples
|
|
env:
|
|
PL_USE_MOCKED_MNIST: "1"
|
|
displayName: 'Testing: PyTorch examples'
|
|
|
|
- bash: python -m pytest benchmarks -v --maxfail=2 --durations=0
|
|
workingDirectory: tests/tests_pytorch
|
|
displayName: 'Testing: PyTorch benchmarks'
|