GPU not detected

[Lqm1]

I want to allocate a GPU in Application Docker, but it doesn't seem to be recognized correctly.
The host can run the "nvidia-smi" command and has the "nvidia-container-toolkit" installed.

lami@ubuntu24-01:~$ sudo docker run --rm --gpus all nvidia/cuda:12.2.0-base-ubuntu22.04 nvidia-smi
Unable to find image 'nvidia/cuda:12.2.0-base-ubuntu22.04' locally
12.2.0-base-ubuntu22.04: Pulling from nvidia/cuda
aece8493d397: Pull complete
9fe5ccccae45: Pull complete
8054e9d6e8d6: Pull complete
bdddd5cb92f6: Pull complete
5324914b4472: Pull complete
Digest: sha256:ecdf8549dd5f12609e365217a64dedde26ecda26da8f3ff3f82def6749f53051
Status: Downloaded newer image for nvidia/cuda:12.2.0-base-ubuntu22.04
Sat Nov  8 17:13:43 2025
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 580.95.05              Driver Version: 580.95.05      CUDA Version: 13.0     |
+-----------------------------------------+------------------------+----------------------+
| 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 RTX 3060        Off |   00000000:00:10.0 Off |                  N/A |
|  0%   39C    P8             15W /  170W |      33MiB /  12288MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                               Usage      |
|=========================================================================================|
|  No running processes found                                                             |
+-----------------------------------------------------------------------------------------+

Also, can I add extra args such as "--gpus all" when deploying Docker Image as Application?