Transit visa for Sri lankans on Cathey Pacific to japan via Hong Kong

I am a Sri Lankan passport holder due to fly to Japan via Hong Kong by Cathey Pacific from Colombo in early December and return to Sri Lanka within a week. Do I have to obtain a Transit visa? Where should I go to for it. N. Gunatilleke