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How to set up cuDNN on WSL2 and poetry?

I got a new machine with an Nvidia GPU (RTX A1000 6GB). I read that the GPU is capable of using CUDA and cuDNN. Now I am trying to set up CUDA with cuDNN on WSL2 (Ubuntu 22.04) and Poetry. CUDA is recognized, but not cuDNN.