One should never give up on hope. Unless that's the name of the girl who cheated on you in which case, yeah, give her up.
Chemistry is great, but eventually your relationship moves out of the laboratory.
At least if Iwas picking guys up in fits of drunken idiocy, they were not only handsome, but also even mildly clever.