Blend cake mix, eggs, water, sour cream, and chocolate pudding mix together in a bowl with an electric hand mixer until you have a smooth batter. Stir cherry pie filling and chocolate chips into the batter; pour into greased crock.
Cook on Low until set in the middle, about 4 hours.