Well, the space in the bowl would be infinite for starters. So would the dogfood in the package. But, as soon as you put the dogfood into the bowl, the food in the bowl would also be infinite.
Given the dog’s hunger would also be infinite, it would eat forever. This wouldn’t cause problems as the dog’s stomach would also be infinite. Naturally, it would also never be done digesting.