Preheat the oven to 350°F. In the bowl of an electric mixer fitted with the paddle attachment, beat the butter until smooth. Add the brown sugar and sugar and beat until well mixed. Add the eggs, baking soda, vanilla, and salt and beat until smooth. Add the almond butter and beat until smooth. Mix in the oats, ginger, and cherries.