It's not surprising you're not having your period after such rapid weight loss. Two hours of exercise a day can add up to a lot of calories burned, which means that you need to take in more calories than when you were not as active. Exercising a lot and losing weight quickly can cause your period to stop, especially if you're not getting enough calories and healthy foods.