Rebuild time, or at the very least time to pull the oil pan and find out which of your rod/crank bearings are toasted. When the engine heats up and the tolerances open up your oil pressure falls at least partly due to bad/worn/spun bearings in the bottom of the engine.
Ask not for whom the rod knocks, it knocks for thee.