We had another guy not too long ago thinking about using a .338 Lapua.
If you can afford the ammo, go for it. Plan for 600 rounds for the weekend... call it an even $2000. (You are reloading, aren't you?)
Otherwise, .22LR will be fine. The same skills apply.