Preheat oven to 350 degrees, spray a 9x13 pan with cooking spray
Place the coconut and pecans on the bottom of the pan in an even layer.
Prepare the cake mix according to the directions. And pour over the pecan and coconut layer.
Place the softened cream cheese in a bowl with the melted butter and mix with an electric mixer until combined. Gradually add in the confectioner's sugar and beat on low speed until smooth.
Place dollops of cream cheese mixture all over the cake mix. Sprinkle the chocolate chips over the top.
Bake the cake for 35-40 minutes or until a toothpick comes out clean.