test syngcp #18
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| name: Deploy and Monitor Vertex AI Model | |
| on: | |
| push: | |
| branches: | |
| - main | |
| - citest | |
| jobs: | |
| deploy-and-monitor: | |
| runs-on: ubuntu-22.04 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v3 | |
| - name: Set up Cloud SDK | |
| uses: google-github-actions/setup-gcloud@v0.2.0 | |
| with: | |
| project_id: ${{ secrets.GCP_PROJECT_ID }} | |
| service_account_key: ${{ secrets.GCP_SERVICE_ACCOUNT_KEY }} | |
| export_default_credentials: true | |
| # Step : Deploy in Vertex AI | |
| - name: Deploy Model to Vertex AI | |
| run: | | |
| echo "Deploying model to Vertex AI..." | |
| gcloud ai endpoints create \ | |
| --region=${{ secrets.GOOGLE_CLOUD_REGION }} \ | |
| --display-name=mlops-group10-deploy | |
| ENDPOINT_ID=$(gcloud ai endpoints list \ | |
| --region=${{ secrets.GOOGLE_CLOUD_REGION }} \ | |
| --filter="display_name=mlops-group10-deploy" \ | |
| --format="value(name)") | |
| echo "Endpoint ID: $ENDPOINT_ID" | |
| - name: Fetch latest model ID | |
| id: get-model-id | |
| run: | | |
| LATEST_MODEL_ID=$(gcloud ai models list --region=${{ secrets.GOOGLE_CLOUD_REGION }} --format="value(modelId)" --limit=1 --sort-by="~createTime") | |
| echo "Latest model ID: $LATEST_MODEL_ID" | |
| echo "::set-output name=model_id::$LATEST_MODEL_ID" | |
| - name: Fetch latest endpoint ID | |
| id: get-endpoint-id | |
| run: | | |
| LATEST_ENDPOINT_ID=$(gcloud ai endpoints list --region=${{ secrets.GOOGLE_CLOUD_REGION }} --format="value(endpointId)" --limit=1 --sort-by="~createTime") | |
| echo "Latest endpoint ID: $LATEST_ENDPOINT_ID" | |
| echo "::set-output name=endpoint_id::$LATEST_ENDPOINT_ID" | |
| - name: Monitor model performance and data shift | |
| run: | | |
| echo "Monitoring model with ID ${{ steps.get-model-id.outputs.model_id }}" | |
| echo "on endpoint ${{ steps.get-endpoint-id.outputs.endpoint_id }}" |