I have planted two small dahlia plants about 10 inches in height. They started out fine and even started to bloom. But now there seem to be something eating the plant cause I find holes on the leaves and some of the buds decayed(turn brown).I thought it might be caterpillars, but i looked and i don't see any of that. What should I do to resolve this?

Thanks