Will installing TWRP wipe my device?
No. TWRP is only a custom recovery that replaces your stock recovery. But be sure to flash the right TWRP for your device.
Searching in this XDA thread
using your model number
would be a good idea (On some devices it is possible that root is lost, and you may need to root again)