What to do with luggages

HI, I plan to book a flight from US to PVG to Taiwan, with a ~20hr layover in PVG. I plan to visit my relatives during those 20hrs. Do I have to claim my checked in luggages when arriving at PVG, and check back in when I leave PVG? If so, that seems to be a lot of work. Thanks in advance.