It does look like cuPy runs on the integrated GPU (Intel) instead of your dedicated GPU (Nvidia).
hardware acceleration needs to be enabled / set for the Nvidia GPU.
Maybe have a look at that post: Nvidia open breaks hardware acceleration - #3 by TLATER
You prolly can try to run nvidia-smi when running your python project to check if it’s running on the Nvidia GPU and confirm your issue.