It's quite common, and how it's done is often depending on where you compete (if you need high altitude experience during the race itself). So some practice sleep high train low, while others are high and do the workouts as well at altitude.

Many athletes also sleep in altitute tents. Basically something you wrap around your bed or a mask, that simulates being at altitute.