Kinda sounds like HG Wells the Time Machine with the Eloi and the Morlocks. With apparently the same amount of cannibalism. Weird that that happened twice.
EDIT: Just read the forward of Man After Man - the Time Machine is name dropped and quoted, and this seems to be a sequel of sorts?