Preheat oven to 325 degrees F (165 degrees C). In a large bowl, beat margarine, peanut butter, and sugars. Add eggs and beat again. In a small bowl, combine flour and soda, set aside. Gradually add dry ingredients and beat until creamy. Stir in chocolate chips. Drop on cookie sheet and bake for about 15 minutes.