By the hour you usually have to negotiate the price with them. And it depends on the weight of the stuff.
There are many places, especially in front of supermarkets.
There are a lot of them there in Yunyan Square. Usually help you move things from the supermarket to your home Once (10kg or so). About 5 yuan or so.