EarlyStopping is not early stopping

[bartolsthoorn]

I am new to Tensorflow so I could be wrong, but is it correct to say that the EarlyStopping implemented in this repo is confusing?

The only stop condition I can find is if step > max_steps:, whereas "early stopping" seems to suggest the training is stopped when the training or validation loss is no longer declining.