SageMaker PythonSDK Integration Tests #732
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name: SageMaker PythonSDK Integration Tests | |
on: | |
workflow_dispatch: | |
inputs: | |
mode: | |
description: "candidate release version, or nightly. 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 }} | |
endpoint-tests: | |
runs-on: [ self-hosted, cpu ] | |
timeout-minutes: 120 | |
needs: create-runners | |
strategy: | |
fail-fast: false | |
matrix: | |
container: [lmi, tensorrt-llm] | |
env: | |
run_benchmark: ${{ github.event.inputs.run_benchmark || 'true' }} | |
image_type: ${{ github.event.inputs.mode || 'nightly' }} | |
steps: | |
- uses: actions/checkout@v4 | |
- name: Set up Python3 | |
uses: actions/setup-python@v5 | |
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@v4 | |
with: | |
aws-region: us-west-2 | |
- name: Test llama3-8b | |
working-directory: tests/integration | |
run: | | |
python3 llm/sagemaker-endpoint-tests.py llama3-8b sme ${image_type} ${{ matrix.container}} ${run_benchmark} | |
echo "sleep 30 seconds to allow endpoint deletion" | |
sleep 30 | |
- name: Test mistral-7b | |
if: ${{ always() }} | |
working-directory: tests/integration | |
run: | | |
python3 llm/sagemaker-endpoint-tests.py mistral-7b sme ${image_type} ${{ matrix.container}} ${run_benchmark} | |
echo "sleep 30 seconds to allow endpoint deletion" | |
sleep 30 | |
- name: Test phi-2 | |
if: ${{ always() }} | |
working-directory: tests/integration | |
run: | | |
python3 llm/sagemaker-endpoint-tests.py phi-2 sme ${image_type} ${{ matrix.container}} ${run_benchmark} | |
echo "sleep 30 seconds to allow endpoint deletion" | |
sleep 30 | |
- name: Test llava-v1.6 | |
if: ${{ always() && matrix.container == 'lmi' }} | |
working-directory: tests/integration | |
run: | | |
python3 llm/sagemaker-endpoint-tests.py llava-v1.6 sme ${image_type} ${{ matrix.container }} ${run_benchmark} | |
- name: Test Multi Model Endpoint | |
if: ${{ always() }} | |
working-directory: tests/integration | |
run: | | |
python3 llm/sagemaker-endpoint-tests.py mme_common mme ${image_type} ${{ matrix.container}} ${run_benchmark} | |
echo "sleep 30 seconds to allow endpoint deletion" | |
sleep 30 | |
stop-runners: | |
if: always() | |
runs-on: [ self-hosted, scheduler ] | |
needs: [ create-runners, endpoint-tests ] | |
steps: | |
- name: Cleanup dangling SageMaker resources | |
run: | | |
cd /home/ubuntu/djl_benchmark_script/scripts | |
./cleanup_sagemaker_resources.sh sm-integration-test us-west-2 | |
- name: Stop all instances | |
run: | | |
cd /home/ubuntu/djl_benchmark_script/scripts | |
instance_id=${{ 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 |