Puppies tend to breathe a lot faster than adult dogs in their sleep, it's completely normal! This rapid breathing is due to a higher breathing rate, higher heart rate and due to your puppy dreaming while asleep.
Sleeping is very important to Puppies as it's during sleep that their growth and development take place.