Jetson Nano

I want to know whether the GPU and arm of the Jetson nano are integrated on one chip

Yes, they are integrated on a SoC, and we use it to create the SoM.
Please find the Tegra X1 SoC Technical Reference Manual from Jetson Download Center | NVIDIA Developer

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