Pyongyang - Beijing - Hong Kong

We are two Irish citizens who plan to travel from Pyongyang - Beijing - Hong Kong. Can we avail of this visa because Hong Kong is a separate region of China, or do we need to obtain a G Transit visa.

Also, does it matter that that we will not be flying on the same airline for the first and second flights?