In addition to what was already said. Talking about the actual die (silicon chip), CPUs are alright at anything, very general purpose, GPUs perform relatively easy calculations many times, imagine calculating what colour a pixel should be, 8 million pixels (for 4k) at a time, 60 times a second. GPUs have a lot of cores. 4090 has 16384 cores compared to very high end CPU having measely 16-32 cores
GPUs are pretty much self-contained with its own voltage regulator modules, ram, GPU silicon and heatsinks.
So a better comparison would be GPUs with the mobo + cpu + ram + heatsink.
If you compare the CPU chip and GPU chip, they are not that much bigger or smaller, depending on the model and gen they are in. Also, GPUs have the silicon die + heatsink factory installed while off-the-self cpus have the cpu package that has an integrated heat spreader.
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