I don't know how to measure power usage of CPU and GPU. What I can measure is that the GPU is about 5x faster.
The easiest is probably just measure at the wall using Kill-A-Watt (around $20 for a cheap version)
TDP specs are kind of useless for anything, except as a very rough indicator.