The old-school CMG Reactor 2xAA had about the most efficient design possible: direct drive, delivering 100% of drive current to the emitter. Of course, one was advised to use alkaline cells since internal cell resistance was a key control mechanism and it was hardly bright even for it's era given how significantly the LED was underdriven.