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Can't get GPU support for Docker with WSL2

Trying to run a GPU enabled container such as: docker run --gpus all nvcr.io/nvidia/k8s/cuda-sample:nbody nbody -gpu -benchmark I get this error: docker: Error response from daemon: OCI runtime create ...
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