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# 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 :
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tags :
include :
- '*'
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branches :
include :
- master
- release/*
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- refs/tags/*
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pr :
- master
- release/*
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jobs :
- job : pytest
# how long to run the job before automatically cancelling
timeoutInMinutes : 45
# how much time to give 'run always even if cancelled tasks' before stopping them
cancelTimeoutInMinutes : 2
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pool : gridai-spot-pool
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#strategy:
# matrix:
# PT16:
# torch.version: '1.6'
# python.version: '3.7'
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# ToDo: this need to have installed docker in the base image...
#container: pytorchlightning/pytorch_lightning:base-cuda-py3.7-torch1.6
#container: "pytorchlightning/pytorch_lightning:base-cuda-py$[ variables['python.version'] ]-torch1.6"
container :
# base ML image: mcr.microsoft.com/azureml/openmpi3.1.2-cuda10.2-cudnn8-ubuntu18.04
image : "pytorchlightning/pytorch_lightning:base-cuda-py3.7-torch1.6"
#endpoint: azureContainerRegistryConnection
options : "--runtime=nvidia -e NVIDIA_VISIBLE_DEVICES=all"
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workspace :
clean : all
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steps :
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- bash : |
lspci | egrep 'VGA|3D'
whereis nvidia
nvidia-smi
python --version
pip --version
pip list
displayName : 'Image info & NVIDIA'
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- bash : |
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export GIT_TERMINAL_PROMPT=1
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#sudo apt-get install -y cmake
# python -m pip install "pip==20.1"
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pip install --requirement requirements.txt
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python -c "fname = 'requirements/extra.txt' ; lines = [line for line in open(fname).readlines() if 'fairscale' not in line] ; open(fname, 'w').writelines(lines)"
python -c "fname = 'requirements/extra.txt' ; lines = [line for line in open(fname).readlines() if 'horovod' not in line] ; open(fname, 'w').writelines(lines)"
pip install --requirement ./requirements/devel.txt --upgrade-strategy only-if-needed
pip list
displayName : 'Install dependencies'
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- bash : |
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python tests/collect_env_details.py
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python -c "import torch ; mgpu = torch.cuda.device_count() ; assert mgpu >= 2, f'GPU: {mgpu}'"
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displayName : 'Env details'
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- bash : |
wget https://pl-public-data.s3.amazonaws.com/legacy/checkpoints.zip -P legacy/
unzip -o legacy/checkpoints.zip -d legacy/
ls -l legacy/checkpoints/
displayName : 'Get legacy checkpoints'
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- bash : |
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python -m coverage run --source pytorch_lightning -m pytest pytorch_lightning tests -v --junitxml=$(Build.StagingDirectory)/test-results.xml --durations=50
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displayName: 'Testing : standard'
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- bash : |
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bash tests/special_tests.sh
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displayName: 'Testing : special'
- bash : |
python -m coverage report
python -m coverage xml
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python -m coverage html
python -m codecov --token=$(CODECOV_TOKEN) --commit=$(Build.SourceVersion) --flags=gpu,pytest --name="GPU-coverage" --env=linux,azure
ls -l
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displayName : 'Statistics'
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- task : PublishTestResults@2
displayName : 'Publish test results'
inputs :
testResultsFiles : '$(Build.StagingDirectory)/test-results.xml'
testRunTitle : '$(Agent.OS) - $(Build.DefinitionName) - Python $(python.version)'
condition : succeededOrFailed()
- task : PublishCodeCoverageResults@1
displayName : 'Publish coverage report'
inputs :
codeCoverageTool : 'cobertura'
summaryFileLocation : 'coverage.xml'
reportDirectory : '$(Build.SourcesDirectory)/htmlcov'
testRunTitle : '$(Agent.OS) - $(Build.BuildNumber)[$(Agent.JobName)] - Python $(python.version)'
condition : succeededOrFailed()
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- bash : |
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python -m pytest benchmarks -v --maxfail=2 --durations=0
displayName: 'Testing : benchmarks'
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- script : |
set -e
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python -m pytest pl_examples -v --maxfail=2 --durations=0
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pip install . --user --quiet
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bash pl_examples/run_examples-args.sh --trainer.gpus 1 --trainer.max_epochs 1 --data.batch_size 64 --trainer.limit_train_batches 5 --trainer.limit_val_batches 3
bash pl_examples/run_ddp-examples.sh --trainer.max_epochs 1 --data.batch_size 32 --trainer.limit_train_batches 2 --trainer.limit_val_batches 2
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# cd pl_examples/basic_examples
# bash submit_ddp_job.sh
# bash submit_ddp2_job.sh
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env :
PL_USE_MOCKED_MNIST : "1"
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displayName : 'Examples'