Not necessarily, all three are supported with High Sierra. Do one upgrade at a time, test it and only then go to the next one. Start with the simpler one, the DIMMs, then the GPU and finally the Xeons.
Btw, it's a real mid-2010/mid-2012? Early-2009 dual CPU Mac Pros require de-lided Xeons.