Welcome to AA!!
How long are you going to be gone for? They can go for a period of time without food, but there still is the issue of water top offs, checking to make sure there are no pump break downs etc.
What I do is measure the food out into dixie cups before I leave and hide the rest of the food. This way there is no overfeeding.