Cream butter, almond butter, sugar, and brown sugar. Add vanilla and eggs until incorporated. Mix in dry ingredients except oatmeal. Add oats, chocolate chips, and cherries last. Line a jellyroll pan with foil and spray with nonstick spray. Cook 20 minutes on 350.