Support for the "early stopping" feature. The model training process now stops by default when the search process is no longer finding better performing models

## Change Support for the "early stopping" feature. The model training process now stops by default when the search process is no longer finding better performing models. Early stopping can also [be disabled](https://cloud.google.com/automl-tables/docs/train).