The green card is irrelevant. You will need a passport to enter The Bahamas. You'll need a valid passport with either US citizenship or an appropriate visa to regain entry to the USA.
Make sure you talk to your embassy and also to US consular officials about this, if you get it wrong you'll be out and not allowed back. almost 4 years ago