If I am going on a cruise out of HKG but our airline stops in Beijing Capital Airport

so we are thinking of staying in PEK for a bit. I'm thinking of arriving PEK on Dec 31st from the U.S. and stay 2 nights before heading to HKG. Does this qualify for the transit visa? Do I need to do anything in advance or just visit the transit desk once we arrive PEK?