4 feet deep... good luck
I'd dig the holes slightly wider than the post and try to get down between 2.5 and 3 feet. If you only get down to 2.5 feet, enlarge the width a bit so you can put more concrete in but really, I think I only got down to just over 2 feet on a couple of my posts and the fence is rock solid.