Oh,I figured it out! I think I selected anything including the cage object so it happened. But now I got another baking problem.
In the UV map, there is some UV doesn’t have anything inside, usually you can see there is a sharp of that UV island shown inside and the padding surrounding it but here some of my UV island just have the padding but nothing in it.