Why
Sometimes when using Tensorflow estimator api, user will do some other things in the role of CHIEF after training finished, but that will cause a lot of waste of resources PS used.
So maybe we need to introduce new mechanism to allow users to mark training job finished in their python script and notify AM to stop other task executors.