forked from aws/sagemaker-tensorflow-training-toolkit
-
Notifications
You must be signed in to change notification settings - Fork 0
/
buildspec-toolkit.yml
93 lines (79 loc) · 6.27 KB
/
buildspec-toolkit.yml
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
version: 0.2
env:
variables:
FRAMEWORK_VERSION: '1.15.2'
CPU_INSTANCE_TYPE: 'ml.c4.xlarge'
GPU_INSTANCE_TYPE: 'ml.p2.xlarge'
ECR_REPO: 'sagemaker-test'
GITHUB_REPO: 'sagemaker-tensorflow-container'
DLC_ACCOUNT: '763104351884'
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 $CODEBUILD_SOURCE_VERSION | grep -o '[0-9]\+')
- BUILD_ID="$(echo $CODEBUILD_BUILD_ID | sed -e 's/:/-/g')"
- echo 'Pull request number:' $PR_NUM '. No value means this build is not from pull request.'
build:
commands:
- TOX_PARALLEL_NO_SPINNER=1
- PY_COLORS=0
# install
- pip3 install -U -e .[test]
# run linters
- tox -e flake8,twine
# run unit tests
- tox -e py27,py36,py37 --parallel all test-toolkit/unit
# define tags
- GENERIC_TAG="$FRAMEWORK_VERSION-tensorflow-$BUILD_ID"
- DLC_CPU_TAG="$FRAMEWORK_VERSION-dlc-cpu-$BUILD_ID"
- DLC_GPU_TAG="$FRAMEWORK_VERSION-dlc-gpu-$BUILD_ID"
# run local CPU integration tests (build and push the image to ECR repo)
- test_cmd="pytest test-toolkit/integration/local --build-image --push-image --dockerfile-type tf --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --tag $GENERIC_TAG"
- execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml"
- test_cmd="pytest test-toolkit/integration/local --build-image --push-image --dockerfile-type dlc.cpu --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --tag $DLC_CPU_TAG"
- execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml"
# launch remote GPU instance
- prefix='ml.'
- instance_type=${GPU_INSTANCE_TYPE#"$prefix"}
- create-key-pair
- launch-ec2-instance --instance-type $instance_type --ami-name dlami-ubuntu-latest
# build DLC GPU image because the base DLC image is too big and takes too long to build as part of the test
- python3 setup.py sdist
- build_dir="test-toolkit/docker/$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
# run GPU local integration tests
- printf "$SETUP_CMDS" > $SETUP_FILE
# no reason to rebuild the image again since it was already built and pushed to ECR during CPU tests
- generic_cmd="pytest test-toolkit/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --tag $GENERIC_TAG"
- test_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$generic_cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\""
- execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml"
- dlc_cmd="pytest test-toolkit/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --tag $DLC_GPU_TAG"
- test_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$dlc_cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\" --skip-setup"
- execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml"
# run CPU sagemaker integration tests
- test_cmd="pytest test-toolkit/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --instance-type $CPU_INSTANCE_TYPE --tag $GENERIC_TAG"
- execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml"
- test_cmd="pytest test-toolkit/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --instance-type $CPU_INSTANCE_TYPE --tag $DLC_CPU_TAG"
- execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml"
# run GPU sagemaker integration tests
- test_cmd="pytest test-toolkit/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --instance-type $GPU_INSTANCE_TYPE --tag $GENERIC_TAG"
- execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml"
- test_cmd="pytest test-toolkit/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --instance-type $GPU_INSTANCE_TYPE --tag $DLC_GPU_TAG"
- execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.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 $AWS_DEFAULT_REGION --image-ids imageTag=$GENERIC_TAG
- aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$DLC_CPU_TAG
- aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$DLC_GPU_TAG