Hi I am us green card holder with the Nepali passport

Dolm, you need it. You can first get in touvh with the HK Immigration Department, and then send the required application documents via post, which include a photocopy of your passport, a completely filled application form, a recent passport-style photo, a photocopy of your financial standing proof, hotel reservations and flight tickets copies, and travel itinerary documents.