A hog is a pig. In British English, hog usually refers to a large male pig that has been castrated, but in American English it can refer to any kind of pig.

If you hog something, you take all of it in a greedy or impolite way.

If you go the whole hog, you do something bold or extravagant in the most complete way possible.