GPU package dose not really speed

the error is “Cuda driver error 1 in call at file ‘geryon/nvd_kernel.h’ in line 333” in my case when i tried to use CUDA 12.1 and 12.0;
i assume this error is really similar to this one

following the suggestions from that website, i tried to downgrade CUDA to 11.8, and it works. I therefore did not try to find the reason why i get the error for CUDA 12.1