$ adk deploy cloud_run --project $GOOGLE_CLOUD_PROJECT --region us-central1 --service_name docs-helper --app_name docs_helper docs_helper -- --no-allow-unauthenticated --service-account=docs-helper-run@$GOOGLE_CLOUD_PROJECT.iam.gserviceaccount.com --min-instances=0 --max-instances=1 --cpu=1 --memory=512Mi --labels=aiml-lesson=deploy-an-adk-agent-to-cloud-run
Start generating cloud_run source files in $TMPDIR/deploy_src/20261021_213948
Copying agent source code...
Copying agent source code completed.
Creating Dockerfile...
Creating Dockerfile complete: $TMPDIR/deploy_src/20261021_213948/Dockerfile
Deploying to cloud_run...
Building using Dockerfile and deploying container to Cloud Run service [docs-helper] in project [vertex-ai-experminent] region [us-central1]
Building and deploying new service...
Validating Service...done
Uploading sources...INFO: Not using ignore file.
INFO: Uploading [$TMPDIR/file.zip] to [run-sources-vertex-ai-experminent-us-central1/services/docs-helper/SOURCE.zip]
..done
Building Container...done
Creating Revision...done
Routing traffic.....done
Done.
Service [docs-helper] revision [docs-helper-00001-js6] has been deployed and is serving 100 percent of traffic.
Service URL: https://docs-helper-PROJECT_NUMBER.us-central1.run.app
INFO: Display format: "none"
Cleaning up the temp folder: $TMPDIR/deploy_src/20261021_213948