SageMaker PythonSDK Integration Tests #33
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| name: SageMaker PythonSDK Integration Tests | |
| on: | |
| workflow_dispatch: | |
| inputs: | |
| mode: | |
| description: "release/nightly containers to test. Default is nightly" | |
| required: false | |
| default: 'nightly' | |
| sagemaker-repository: | |
| description: 'Link to Github repository for SageMaker Python SDK. Can be a personal fork.' | |
| required: false | |
| default: '' | |
| repository-branch: | |
| description: 'The branch from the SagMaker Python SDK fork to use for testing' | |
| required: false | |
| default: '' | |
| run_benchmark: | |
| description: 'Runs benchmark and upload to cloud watch metrics' | |
| required: false | |
| default: 'true' | |
| schedule: | |
| - cron: '0 4 * * *' | |
| jobs: | |
| create-runners: | |
| runs-on: [self-hosted, scheduler] | |
| steps: | |
| - name: Create new CPU instance | |
| id: create_cpu1 | |
| run: | | |
| cd /home/ubuntu/djl_benchmark_script/scripts | |
| token=$( curl -X POST -H "Authorization: token ${{ secrets.ACTION_RUNNER_PERSONAL_TOKEN }}" \ | |
| https://api.github.com/repos/deepjavalibrary/djl-serving/actions/runners/registration-token \ | |
| --fail \ | |
| | jq '.token' | tr -d '"' ) | |
| ./start_instance.sh action_cpu $token djl-serving | |
| - name: Create new CPU instance | |
| id: create_cpu2 | |
| run: | | |
| cd /home/ubuntu/djl_benchmark_script/scripts | |
| token=$( curl -X POST -H "Authorization: token ${{ secrets.ACTION_RUNNER_PERSONAL_TOKEN }}" \ | |
| https://api.github.com/repos/deepjavalibrary/djl-serving/actions/runners/registration-token \ | |
| --fail \ | |
| | jq '.token' | tr -d '"' ) | |
| ./start_instance.sh action_cpu $token djl-serving | |
| outputs: | |
| cpu_instance_id1: ${{ steps.create_cpu1.outputs.action_cpu_instance_id }} | |
| cpu_instance_id2: ${{ steps.create_cpu2.outputs.action_cpu_instance_id }} | |
| # These tests are SLOW, and we only have 2 ml.g5.12xlarge instances available for testing | |
| # We parallelize the tests into two separate tracks, each using 1 instance for a few tests. | |
| # There's probably a better way to do this, but for now this works. | |
| # If you add a test, please try to keep the groups balanced | |
| endpoint-tests-group-1: | |
| runs-on: [ self-hosted, cpu ] | |
| timeout-minutes: 120 | |
| needs: create-runners | |
| env: | |
| run_benchmark: ${{ github.event.inputs.run_benchmark || 'true' }} | |
| image_type: ${{ github.event.inputs.mode || 'nightly' }} | |
| steps: | |
| - uses: actions/checkout@v3 | |
| - name: Set up Python3 | |
| uses: actions/setup-python@v4 | |
| with: | |
| python-version: '3.10.x' | |
| - name: Install pip dependencies | |
| run: pip3 install -U boto3 awscli | |
| - name: Install SageMaker Python SDK | |
| working-directory: tests/integration | |
| run: | | |
| ./install_sagemaker_pysdk.sh ${{ github.event.inputs.sagemaker-repository }} $ {{ github.event.inputs.repository-branch }} | |
| - name: Configure AWS Credentials | |
| uses: aws-actions/configure-aws-credentials@v2 | |
| with: | |
| aws-region: us-west-2 | |
| - name: MME Test | |
| working-directory: tests/integration | |
| run: | | |
| python3 llm/sagemaker-endpoint-tests.py deepspeed-mme djl_mme ${image_type} ${run_benchmark} | |
| - name: Test gpt2xl | |
| working-directory: tests/integration | |
| run: | | |
| python3 llm/sagemaker-endpoint-tests.py gpt2-xl djl ${image_type} ${run_benchmark} | |
| echo "sleep 30 seconds to allow endpoint deletion" | |
| sleep 30 | |
| - name: Test stable diffusion | |
| if: success() || failure() | |
| working-directory: tests/integration | |
| run: | | |
| python3 llm/sagemaker-endpoint-tests.py stable-diffusion-2-1-base djl ${image_type} ${run_benchmark} | |
| echo "sleep 30 seconds to allow endpoint deletion" | |
| sleep 30 | |
| - name: Test opt-1.3b | |
| if: success() || failure() | |
| working-directory: tests/integration | |
| run: | | |
| python3 llm/sagemaker-endpoint-tests.py opt-1-3-b djl ${image_type} ${run_benchmark} | |
| echo "sleep 30 seconds to allow endpoint deletion" | |
| sleep 30 | |
| endpoint-tests-group-2: | |
| runs-on: [ self-hosted, cpu ] | |
| timeout-minutes: 120 | |
| needs: create-runners | |
| env: | |
| run_benchmark: ${{ github.event.inputs.run_benchmark || 'true' }} | |
| image_type: ${{ github.event.inputs.mode || 'nightly' }} | |
| steps: | |
| - uses: actions/checkout@v3 | |
| - name: Set up Python3 | |
| uses: actions/setup-python@v4 | |
| with: | |
| python-version: '3.10.x' | |
| - name: Install pip dependencies | |
| run: pip3 install -U boto3 awscli | |
| - name: Install SageMaker Python SDK | |
| working-directory: tests/integration | |
| run: | | |
| ./install_sagemaker_pysdk.sh ${{ github.event.inputs.sagemaker-repository }} $ {{ github.event.inputs.repository-branch }} | |
| - name: Configure AWS Credentials | |
| uses: aws-actions/configure-aws-credentials@v2 | |
| with: | |
| aws-region: us-west-2 | |
| - name: Test gpt-j-6b | |
| if: success() || failure() | |
| working-directory: tests/integration | |
| run: | | |
| python3 llm/sagemaker-endpoint-tests.py gpt-j-6b djl ${image_type} ${run_benchmark} | |
| echo "sleep 30 seconds to allow endpoint deletion" | |
| sleep 30 | |
| - name: Test gpt-neo-2.7b no code DeepSpeed | |
| if: success() || failure() | |
| working-directory: tests/integration | |
| run: | | |
| python3 llm/sagemaker-endpoint-tests.py gpt-neo-2-7-b no_code ${image_type} ${run_benchmark} | |
| echo "sleep 30 seconds to allow endpoint deletion" | |
| sleep 30 | |
| - name: Test DeepSpeed pythia-12b | |
| if: success() || failure() | |
| working-directory: tests/integration | |
| run: | | |
| python3 llm/sagemaker-endpoint-tests.py pythia-12b djl ${image_type} ${run_benchmark} | |
| echo "sleep 30 seconds to allow endpoint deletion" | |
| sleep 30 | |
| stop-runners: | |
| if: always() | |
| runs-on: [ self-hosted, scheduler ] | |
| needs: [ create-runners, endpoint-tests-group-1, endpoint-tests-group-2 ] | |
| steps: | |
| - name: Cleanup dangling SageMaker resources | |
| run: | | |
| cd /home/ubuntu/djl_benchmark_script/scripts | |
| ./cleanup_sagemaker_resources.sh sm-integration-test us-west-2 | |
| - name: Stop all instances | |
| run: | | |
| cd /home/ubuntu/djl_benchmark_script/scripts | |
| instance_id=${{ needs.create-runners.outputs.cpu_instance_id1 }} | |
| ./stop_instance.sh $instance_id | |
| instance_id=${{ needs.create-runners.outputs.cpu_instance_id2 }} | |
| ./stop_instance.sh $instance_id |