Sift baking soda, salt, and flour together in a medium bowl.
In an electric mixer, beat room temperature butter, granulated sugar, and brown sugar until smooth.
Beat in the egg and the vanilla and almond extract.
Turn the electric mixer to low and slowly add in the flour mixture.
Beat on low to medium, scraping down the sides and bottom of the bowl.
Add in the chocolate chips, oats, and chopped walnuts and mix on low until all ingredients are incorporated.
Using a cookie scooper, scoop a ball of cookie dough.
Place 9 cookies on a prepared baking sheet.
In a preheated 350-degree oven, bake the chocolate cherry chunk cookies for 10-11 minutes.
Let the cookies sit for 5 minutes, then move them to a cooling rack.