Security forces are currently searching for the suspects.
Egypt sees regular attacks on its security forces as it struggles with a low-level Islamist insurgency, mostly in the lawless northern Sinai Peninsula.
The attacks targeting police and military increased after the ouster of ex-president Mohamed Morsi in 2013.
But shooting at a tourist site is a rare incident.