Combine the sugar and water in a medium saucepan over high heat and cook until it reaches a deep amber color. Meanwhile cover a baking sheet with cooking spray. Remove from heat, stir in the walnuts and pour onto sprayed baking sheet. Let sit until hard and crack into desired pieces.