I guess chivalry is dead. Walking out and leaving her on her own is so tacky, not gentlemanly at all. If you are not getting the chemistry, she probably isn't either. Suck it up, finish the dinner, take her home and let her know that you had a nice time but you just didn't feel the chemistry...