I built the docker image by this config file. Then run it by the following command:
docker run -p 8080:8080 --rm -v /tmp/jenkins-data:/var/jenkins_home jenkinszh/jenkins-k8s:2.22
After Jenkins startup, I upgrade all the plugins. But I found out it's not working, all those plugins was not upgrade after Jenkins restart.