You can’t gain weight on Shabbos just like you don’t gain weight by finishing food from your kid’s plate. Also certain foods are exempt from contributing to weight gain on Shabbos: anything with chocolate, the third helping, herring, and [motzae’i Shabbos] melava malka food.
Exercise is optional.