version: 0.2 env: variables: FRAMEWORK_VERSION: '2.7.1' GPU_INSTANCE_TYPE: 'ml.p3.2xlarge' ECR_REPO: 'sagemaker-test' GITHUB_REPO: 'sagemaker-tensorflow-training-toolkit' DLC_ACCOUNT: '763104351884' SETUP_FILE: 'setup_cmds.sh' SETUP_CMDS: '#!/bin/bash\npython3 -m pip install --upgrade pip==21.3.1\npython3 -m pip install -U .\npython3 -m pip install -U .[test]' phases: pre_build: commands: - start-dockerd - ACCOUNT=$(aws --region $AWS_DEFAULT_REGION sts --endpoint-url https://sts.$AWS_DEFAULT_REGION.amazonaws.com get-caller-identity --query 'Account' --output text) - PREPROD_IMAGE="$ACCOUNT.dkr.ecr.$AWS_DEFAULT_REGION.amazonaws.com/$ECR_REPO" - PR_NUM=$(echo $CODEBUILD_SOURCE_VERSION | grep -o '[0-9]\+') - BUILD_ID="$(echo $CODEBUILD_BUILD_ID | sed -e 's/:/-/g')" - echo 'Pull request number:' $PR_NUM '. No value means this build is not from a pull request.' build: commands: - TOX_PARALLEL_NO_SPINNER=1 - PY_COLORS=0 # define tags - DLC_GPU_TAG="$FRAMEWORK_VERSION-dlc-gpu-$BUILD_ID" # establish common test options - TEST_OPTS=" --dockerfile-type dlc.gpu --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --tag $DLC_GPU_TAG" # build DLC GPU image because the base DLC image is too big and takes too long to build as part of the test - python3 setup.py sdist - build_dir="test/container/$FRAMEWORK_VERSION" - $(aws ecr get-login --registry-ids $DLC_ACCOUNT --no-include-email --region $AWS_DEFAULT_REGION) - docker build -f "$build_dir/Dockerfile.dlc.gpu" -t $PREPROD_IMAGE:$DLC_GPU_TAG --build-arg region=$AWS_DEFAULT_REGION . # push DLC GPU image to ECR - $(aws ecr get-login --registry-ids $ACCOUNT --no-include-email --region $AWS_DEFAULT_REGION) - docker push $PREPROD_IMAGE:$DLC_GPU_TAG # launch remote GPU instance - prefix='ml.' - instance_type=${GPU_INSTANCE_TYPE#"$prefix"} - create-key-pair - launch-ec2-instance --instance-type $instance_type --ami-name dlami-ubuntu-latest # run dlc gpu local tests on remote host - printf "$SETUP_CMDS" > $SETUP_FILE - dlc_cmd="IGNORE_COVERAGE=- tox -e py38 -- test/integration/local $TEST_OPTS" - test_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$dlc_cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\" --python-version 3.8" - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-dlc-gpu-tests.yml" # run GPU sagemaker integration tests - test_cmd="IGNORE_COVERAGE=- tox -e py38 -- test/integration/sagemaker -n auto --reruns 1 --reruns-delay 15 --instance-type $GPU_INSTANCE_TYPE $TEST_OPTS" - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-dlc-gpu-tests.yml" finally: # shut down remote GPU instance - cleanup-gpu-instances - cleanup-key-pairs # remove ECR image - aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$DLC_GPU_TAG