"Four attackers are inside the building," an official at the National Directorate of Security (NDS) spy agency told AFP.
They are "shooting at guests", he said.
Another official said the attackers were armed with small weapons and rocket-propelled grenades when they entered the hotel, which often hosts weddings, conferences and political gatherings.