Karate is a martial art. A karate chop is slang for a knifehand strike which is a form of hitting someone during a fight. Chops can refer to meat, such as pork chops. The word "chop" is found in "chops" and chops can refer to a type of hitting technique, or food. The joke is playing on the word chops.
A karate school restaurant served mainly chops .