# Install Nvidia GPU and CUDA
## 1. Install Graphic Cards Drivers Nvidia:

sudo apt-get remove --purge '^nvidia-.*'
sudo apt-get --purge remove nvidia*
sudo apt-get --purge remove "*cublas*" "cuda*"
sudo apt remove nvidia-*
sudo apt-get --purge remove "*nvidia*"
sudo apt autoremove -y
sudo apt-get update && sudo apt-get full-upgrade
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-get update
sudo apt-get install -y nvidia-open

### In case of GTX

sudo apt-get install -y cuda-drivers
echo "options nvidia NVreg_OpenRmEnableUnsupportedGpus=1" | sudo tee /etc/modprobe.d/nvidia-gsp.conf

## 2 Install CUDA

sudo apt-get -y install cuda-toolkit cudnn tensorrt nvidia-gds

Add PATH to .bashrc

sudo gedit ~/.bashrc

export PATH=/usr/local/cuda-12.6/bin${PATH:+:${PATH}}
export LD_LIBRARY_PATH=/usr/local/cuda-12.6/lib64${LD_LIBRARY_PATH:+:${LD_LIBRARY_PATH}}

source ~/.bashrc

## 3. Install Anaconda

wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh
chmod +x Miniconda3-latest-Linux-x86_64.sh
bash Miniconda3-latest-Linux-x86_64.sh

### Optional: Install Pytorch

pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu126

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## FIX NUMA ERROR

sudo echo 0 | sudo tee -a /sys/bus/pci/devices/0000\:01\:00.0/numa_node

### Monitoring CPU && GPU

sudo apt-get install htop btop nvtop nvitop