## Manual nvidia driver, cuda driver and container toolkit

### NVIDIA driver

Check if GPUs are recognized by the base OS:
```bash
sudo lspci | grep -i nvidia
```

Which should some output if it finds nvidia deivces.

Search for required drivers for your GPUs:
```bash
sudo ubuntu-drivers devices
```

Automatically install all drivers:
```bash
sudo ubuntu-drivers autoinstall
```

Reboot the system for changes to take effect:
```bash
sudo reboot
```

Shot GPU stats with:
```bash
nvidia-smi
```

### Cuda driver

**Disable Secure Boot in BIOS**

Install Cuda drivers:

```bash
wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2404/x86_64/cuda-keyring_1.1-1_all.deb
sudo dpkg -i cuda-keyring_1.1-1_all.deb  
sudo apt update  
sudo apt -y install cuda-toolkit-12-8  
sudo apt install -y cuda-drivers
```

### Container toolkit

Install the Nvidia Container toolkit:

```bash
curl -fsSL https://nvidia.github.io/libnvidia-container/gpgkey | sudo gpg --dearmor -o /usr/share/keyrings/nvidia-container-toolkit-keyring.gpg \
  && curl -s -L https://nvidia.github.io/libnvidia-container/stable/deb/nvidia-container-toolkit.list | \
    sed 's#deb https://#deb [signed-by=/usr/share/keyrings/nvidia-container-toolkit-keyring.gpg] https://#g' | \
    sudo tee /etc/apt/sources.list.d/nvidia-container-toolkit.list
apt update  
apt install -y nvidia-container-toolkit
```

Test a simple cuda container and nvidia-smi command inside:
```bash
docker run --rm --gpus all nvidia/cuda:13.0.0-base-ubuntu24.04 nvidia-smi
```