Can't use cudf in wsl2 ubuntu 22.04.10

RuntimeError: CUDA error at
cudaErrorNoDevice no CUDA-capable device is detected

i change my functions to download cuda or rapids, but final the cudf still does not work

±----------------------------------------------------------------------------+
| NVIDIA-SMI 520.56.06 Driver Version: 522.30 CUDA Version: 11.8 |
|-------------------------------±---------------------±---------------------+
| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|===============================+======================+======================|
| 0 NVIDIA GeForce … On | 00000000:07:00.0 On | N/A |
| 0% 38C P8 15W / 240W | 434MiB / 8192MiB | 3% Default |
| | | N/A |
±------------------------------±---------------------±---------------------+

±----------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=============================================================================|
| 0 N/A N/A 22 G /Xwayland N/A |
±----------------------------------------------------------------------------+

when i import cudf
then return numba.cuda.cudadrv.runtime.CudaRuntimeAPIError: [100] Call to cudaRuntimeGetVersion results in CUDA_ERROR_NO_DEVICE

I also have the exact same problem :(