kubernetes-compute-simple-examples #981
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| name: kubernetes-compute-simple-examples | |
| on: | |
| schedule: | |
| - cron: "0 23 * * *" | |
| workflow_dispatch: | |
| inputs: | |
| LOCATION: | |
| description: 'Resource Region' | |
| required: false | |
| default: 'eastus' | |
| AMLARC_RELEASE_TRAIN: | |
| description: 'Release version: experimental, staging or stable' | |
| required: false | |
| default: 'stable' | |
| REINSTALL_EXTENSION: | |
| description: 'Whether to reinstall extension: true or false' | |
| required: false | |
| default: 'true' | |
| CLEANUP_CLUSTER: | |
| description: 'Whether to delete cluster: true or false' | |
| required: false | |
| default: 'false' | |
| CLEANUP_WORKSPACE: | |
| description: 'Whether to delete workspace: true or false' | |
| required: false | |
| default: 'false' | |
| FILE_TICKET: | |
| description: 'Whether to file icm ticket: true or false' | |
| required: false | |
| default: 'false' | |
| jobs: | |
| test: | |
| runs-on: ubuntu-20.04 | |
| env: | |
| SUBSCRIPTION: ${{ secrets.SUBSCRIPTION }} | |
| RESOURCE_GROUP: ${{ secrets.RESOURCE_GROUP }} | |
| KEY_VAULT_NAME: ${{ secrets.KEY_VAULT_NAME }} | |
| LOCATION: eastus | |
| RELEASE_TRAIN: stable | |
| REINSTALL_EXTENSION: true | |
| CLUSTER_TYPE: managedClusters | |
| FILE_TICKET: true | |
| REPOSITORY: https://github.com/Azure/AML-Kubernetes | |
| WORKFLOW: https://github.com/Azure/AML-Kubernetes/actions/workflows/kubernetes-compute-simple-examples.yml | |
| steps: | |
| - name: replace env from workflow_dispatch | |
| if: ${{ github.event_name == 'workflow_dispatch' }} | |
| run: | | |
| echo "LOCATION=${{ github.event.inputs.TEST_REGION }}" | tee -a $GITHUB_ENV | |
| echo "RELEASE_TRAIN=${{ github.event.inputs.AMLARC_RELEASE_TRAIN }}" | tee -a $GITHUB_ENV | |
| echo "REINSTALL_EXTENSION=${{ github.event.inputs.REINSTALL_EXTENSION }}" | tee -a $GITHUB_ENV | |
| echo "FILE_TICKET=${{ github.event.inputs.FILE_TICKET }}" | tee -a $GITHUB_ENV | |
| - name: check out repo | |
| uses: actions/checkout@v2 | |
| - name: setup python | |
| uses: actions/setup-python@v2 | |
| with: | |
| python-version: "3.8" | |
| - name: install tools | |
| run: bash .github/amlarc-tool.sh install_tools | |
| timeout-minutes: 30 | |
| - name: azure login | |
| uses: azure/login@v1 | |
| with: | |
| creds: ${{secrets.AMLARC_SP_CREDS}} | |
| timeout-minutes: 30 | |
| # provision resources | |
| - name: setup_aks | |
| run: | | |
| bash .github/amlarc-tool.sh setup_identity | |
| ID=$(bash .github/amlarc-tool.sh get_identity_id) | |
| bash .github/amlarc-tool.sh setup_aks --assign-identity "${ID}" | |
| timeout-minutes: 30 | |
| # - name: connect_arc | |
| # run: bash .github/amlarc-tool.sh connect_arc | |
| # timeout-minutes: 30 | |
| - name: install_extension | |
| run: | | |
| export EXTENSION_SETTINGS="enableTraining=True enableInference=True inferenceRouterServiceType=loadBalancer allowInsecureConnections=True" | |
| bash .github/amlarc-tool.sh install_extension | |
| timeout-minutes: 30 | |
| - name: setup_workspace | |
| run: bash .github/amlarc-tool.sh setup_workspace | |
| timeout-minutes: 30 | |
| - name: setup_compute | |
| run: bash .github/amlarc-tool.sh setup_compute | |
| timeout-minutes: 30 | |
| - name: setup_instance_type | |
| run: bash .github/amlarc-tool.sh setup_instance_type | |
| timeout-minutes: 30 | |
| # run training test cases | |
| - name: run examples/training/simple-train-cli/job.yml | |
| run: | | |
| bash .github/amlarc-tool.sh run_cli_job examples/training/simple-train-cli/job.yml -c githubtest -it defaultinstancetype | |
| cat examples/training/simple-train-cli/job.yml | |
| continue-on-error: true | |
| timeout-minutes: 30 | |
| - name: prepare jupyter dependency | |
| run: | | |
| bash .github/amlarc-tool.sh generate_workspace_config | |
| bash .github/amlarc-tool.sh install_jupyter_dependency | |
| continue-on-error: true | |
| timeout-minutes: 30 | |
| - name: run examples/training/simple-train-sdk/img-classification-training.ipynb | |
| run: | | |
| export AMLARC_COMPUTE_NAME=githubtest | |
| bash .github/amlarc-tool.sh run_jupyter_test examples/training/simple-train-sdk/img-classification-training.ipynb | |
| continue-on-error: true | |
| timeout-minutes: 30 | |
| # run inference test cases | |
| - name: run examples/inference/simple-flow/endpoint.yml | |
| run: | | |
| set +e | |
| source .github/amlarc-tool.sh | |
| WS_DIR=examples/inference/simple-flow/ | |
| SUB_RG_WS=" --subscription ${SUBSCRIPTION} --resource-group ${RESOURCE_GROUP} --workspace-name ${WORKSPACE} " | |
| echo "[JobSubmission] $WS_DIR/endpoint.yml" | tee -a $RESULT_FILE | |
| # create endpoint and deployment | |
| az ml online-endpoint create $SUB_RG_WS --name sklearn-mnist -f $WS_DIR/endpoint.yml --set compute=azureml:$COMPUTE --debug | |
| sleep 60 | |
| az ml online-deployment create $SUB_RG_WS --name blue --endpoint sklearn-mnist -f $WS_DIR/blue-deployment.yml --all-traffic --debug | |
| # scoring | |
| sleep 60 | |
| primaryKey=$(az ml online-endpoint get-credentials $SUB_RG_WS --name sklearn-mnist -o tsv --query "primaryKey" ) | |
| scoring_uri=$(az ml online-endpoint show $SUB_RG_WS --name sklearn-mnist -o tsv --query "scoring_uri" ) | |
| sample_data=$(cat $WS_DIR/sample-request.json) | |
| res=$(kubectl exec -n azureml deploy/azureml-fe-v2 -- curl -X POST -H "Content-Type: application/json" -H "Authorization: Bearer $primaryKey" -s --connect-timeout 5 "$scoring_uri" -d "$sample_data") | |
| echo "$res" | |
| if [ "$res" == "[8]" ] ; then | |
| echo "[JobStatus] $WS_DIR/endpoint.yml Completed" | tee -a $RESULT_FILE | |
| else | |
| echo "[JobStatus] $WS_DIR/endpoint.yml Failed" | tee -a $RESULT_FILE | |
| fi | |
| continue-on-error: true | |
| timeout-minutes: 30 | |
| # check result | |
| - name: count_result | |
| if: ${{ always() }} | |
| run: | | |
| bash .github/amlarc-tool.sh count_result | |
| timeout-minutes: 30 | |
| # report metrics | |
| - name: download_metrics_dependency | |
| if: ${{ always() && github.event_name != 'pull_request' }} | |
| run: | | |
| if [ "$FILE_TICKET" == "true" ]; then | |
| bash .github/amlarc-tool.sh install_mdm_dependency | |
| fi | |
| timeout-minutes: 30 | |
| - name: start_mdm | |
| if: ${{ always() && github.event_name != 'pull_request' }} | |
| run: | | |
| if [ "$FILE_TICKET" == "true" ]; then | |
| # download certificates | |
| export METRIC_ENDPOINT_NAME=METRIC-ENDPOINT-PROD | |
| export MDM_ACCOUNT_NAME=MDM-ACCOUNT-PROD | |
| export MDM_NAMESPACE_NAME=MDM-NAMESPACE-PROD | |
| export KEY_PEM_NAME=AMLARC-KEY-PEM | |
| export CERT_PEM_NAME=AMLARC-CERT-PEM | |
| bash .github/amlarc-tool.sh download_metrics_info | |
| bash .github/amlarc-tool.sh start_mdm_container | |
| fi | |
| timeout-minutes: 30 | |
| - name: report_metrics | |
| if: ${{ always() && github.event_name != 'pull_request' }} | |
| run: | | |
| if [ "$FILE_TICKET" == "true" ]; then | |
| bash .github/amlarc-tool.sh report_test_result_metrics | |
| fi | |
| timeout-minutes: 30 | |
| - name: stop_mdm | |
| if: ${{ always() && github.event_name != 'pull_request' }} | |
| run: | | |
| if [ "$FILE_TICKET" == "true" ]; then | |
| bash .github/amlarc-tool.sh stop_mdm_container | |
| fi | |
| timeout-minutes: 30 | |
| - name: clean up resources | |
| if: ${{ always() }} | |
| run: | | |
| set +e | |
| bash .github/amlarc-tool.sh delete_endpoints | |
| bash .github/amlarc-tool.sh delete_compute | |
| if [ "${{ github.event.inputs.REINSTALL_EXTENSION }}" == "true" ] ; then | |
| bash .github/amlarc-tool.sh delete_extension | |
| fi | |
| if [ "${{ github.event.inputs.CLEANUP_CLUSTER }}" == "true" ] ; then | |
| bash .github/amlarc-tool.sh delete_arc | |
| bash .github/amlarc-tool.sh delete_aks | |
| fi | |
| if [ "${{ github.event.inputs.CLEANUP_WORKSPACE }}" == "true" ] ; then | |
| bash .github/amlarc-tool.sh delete_workspace | |
| fi | |
| timeout-minutes: 30 | |