version: 0.2 env: variables: FRAMEWORK_VERSION: '5.0.0' CPU_PY_VERSION: '2' CPU_INSTANCE_TYPE: 'ml.c5.xlarge' GPU_PY_VERSION: '3' GPU_INSTANCE_TYPE: 'ml.p2.xlarge' LOCAL_BASE_REPO: 'chainer-base' ECR_REPO: 'sagemaker-test' GITHUB_REPO: 'sagemaker-chainer-container' SETUP_FILE: 'setup_cmds.sh' SETUP_CMDS: '#!/bin/bash\npip install --upgrade pip\npip install -U -e .\npip install -U -e .[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]\+') - echo 'Pull request number:' $PR_NUM '. No value means this build is not from pull request.' build: commands: # install - pip3 install -U -e . - pip3 install -U -e .[test] # run unit tests - pytest test/unit # build cpu base image - base_dir="docker/base" - cpu_base_tag="$FRAMEWORK_VERSION-cpu-py$CPU_PY_VERSION" - cpu_dockerfile="Dockerfile.cpu" - cd $base_dir - docker build -t $LOCAL_BASE_REPO:$cpu_base_tag -f $cpu_dockerfile . - cd ../../ # build gpu base image - gpu_base_tag="$FRAMEWORK_VERSION-gpu-py$GPU_PY_VERSION" - gpu_dockerfile="Dockerfile.gpu" - cd $base_dir - docker build -t $LOCAL_BASE_REPO:$gpu_base_tag -f $gpu_dockerfile . - cd ../../ # create wheel - python3 setup.py bdist_wheel # build cpu image - build_dir="docker/$FRAMEWORK_VERSION/final/py$CPU_PY_VERSION" - build_id="$(echo $CODEBUILD_BUILD_ID | sed -e 's/:/-/g')" - CPU_TAG="$FRAMEWORK_VERSION-cpu-py$CPU_PY_VERSION-$build_id" - docker build -f "$build_dir/$cpu_dockerfile" --build-arg py_version=$CPU_PY_VERSION -t $PREPROD_IMAGE:$CPU_TAG . # build gpu image - build_dir="docker/$FRAMEWORK_VERSION/final/py$GPU_PY_VERSION" - GPU_TAG="$FRAMEWORK_VERSION-gpu-py$GPU_PY_VERSION-$build_id" - docker build -f "$build_dir/$gpu_dockerfile" --build-arg py_version=$GPU_PY_VERSION -t $PREPROD_IMAGE:$GPU_TAG . # push images to ecr - $(aws ecr get-login --registry-ids $ACCOUNT --no-include-email --region $AWS_DEFAULT_REGION) - docker push $PREPROD_IMAGE:$CPU_TAG - docker push $PREPROD_IMAGE:$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 # run cpu integration tests - test_cmd="pytest test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG --framework-version $FRAMEWORK_VERSION --py-version $CPU_PY_VERSION --processor cpu" - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "docker/*" "buildspec.yml" # run gpu integration tests - printf "$SETUP_CMDS" > $SETUP_FILE - pytest_cmd="pytest test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $GPU_TAG --framework-version $FRAMEWORK_VERSION --py-version $GPU_PY_VERSION --processor gpu" - test_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$pytest_cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\"" - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "docker/*" "buildspec.yml" # run cpu sagemaker tests - test_cmd="pytest test/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --aws-id $ACCOUNT --tag $CPU_TAG --instance-type $CPU_INSTANCE_TYPE" - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "docker/*" "buildspec.yml" # run gpu sagemaker tests - test_cmd="pytest test/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --aws-id $ACCOUNT --tag $GPU_TAG --instance-type $GPU_INSTANCE_TYPE" - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "docker/*" "buildspec.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 $AWS_DEFAULT_REGION --image-ids imageTag=$CPU_TAG - aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$GPU_TAG