Which engine is more efficient and cheapest?

a diesel engine or a gasoline engine? i know diesel costs more, but lately there has been a lot of fuel efficient diesel cars coming out, and I wanted to know which one is USUALLY cheapest, which one pollutes the least taking into account the fuel efficiency of both, and which one is the most reliable/dependable as an engine.