I kill about 5-6 every year in my garden, they eat my cherry tomatoes.

Rat Trap is definitely the way to go. I set 2 rat traps amongst my tomato plants and had one chipmunk in each trap on more than one occasion. I bait it with what they are eating, cherry tomatoes.

A cat will do a number on the chipmunks also.