Yes, especially if you're visiting anywhere near summer, which will be broiling hot.

I'd plan on visiting a max of two Attractions with a capital A per day, leaving you some time to explore on the side as well. I'd also stay away from all-day guided tours, which in Japan tend to be organized with the relaxed pace and joie de vivre of a military bootcamp.