I'm from Nigeria but currently am studying in china for over 2 years .

Yes, you need it. You should get it from the HK SAR office in Beijing by submitting a photocopy of your passport, a filled application form, a recent passport style photo, a copy of accommodation reservations, a copy of round-trip tickets and travel itinerary and a copy of financial standing proofs.