Move `.cache()` so each epoch sees a different augmentation.
Move `.cache()` so each epoch sees a different augmentation.

Fixes: tensorflow/tensorflow#48826
PiperOrigin-RevId: 377081276

tensorflow/docs,tensorflow/docs,tensorflow/docs