Nvidia-smi can not work with WSL2+RTX A6000+470.76

CUDA Toolkit is installed successfully.

test@cl1-0749:~/NVIDIA_CUDA-11.4_Samples/bin/x86_64/linux/release$ nvidia-smi
NVIDIA-SMI has failed because it couldn’t communicate with the NVIDIA driver. Make sure that the latest NVIDIA driver is installed and running.

The diver is from the official page https://developer.nvidia.com/cuda/wsl/download Quadro Driver.
Somebody can help? Thanks.