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Clean Ubuntu Install - Machine Learning setup
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# Install Ubuntu 22.04 | |
sudo apt-get update | |
sudo apt-get upgrade -y | |
# Install ssh, curl, git, htop | |
sudo apt install openssh-server | |
sudo apt install curl git htop zstd | |
# Install CUDA toolkit 12.4 drivers | |
https://developer.nvidia.com/cuda-downloads | |
https://developer.nvidia.com/cuda-12-4-0-download-archive?target_os=Linux&target_arch=x86_64&Distribution=Ubuntu&target_version=20.04&target_type=deb_local | |
# Install miniconda | |
wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh | |
chmod +x Miniconda3-latest-Linux-x86_64.sh | |
./Miniconda3-latest-Linux-x86_64.sh | |
# Install docker | |
curl -fsSL https://get.docker.com -o get-docker.sh | |
sudo sh get-docker.sh | |
sudo usermod -aG docker $USER | |
# Nvidia toolkit | |
curl -fsSL https://nvidia.github.io/libnvidia-container/gpgkey | sudo gpg --dearmor -o /usr/share/keyrings/nvidia-container-toolkit-keyring.gpg \ | |
&& curl -s -L https://nvidia.github.io/libnvidia-container/stable/deb/nvidia-container-toolkit.list | \ | |
sed 's#deb https://#deb [signed-by=/usr/share/keyrings/nvidia-container-toolkit-keyring.gpg] https://#g' | \ | |
sudo tee /etc/apt/sources.list.d/nvidia-container-toolkit.list | |
sudo apt-get update | |
sudo apt-get install -y nvidia-container-toolkit | |
sudo nvidia-ctk runtime configure --runtime=docker | |
sudo systemctl restart docker | |
# Test | |
sudo docker run --rm --runtime=nvidia --gpus all ubuntu nvidia-smi | |
# Install cog | |
sudo curl -o /usr/local/bin/cog -L "https://github.com/replicate/cog/releases/latest/download/cog_$(uname -s)_$(uname -m)" | |
sudo chmod +x /usr/local/bin/cog | |
# Install zsh | |
sudo apt install zsh | |
sh -c "$(wget https://raw.github.com/ohmyzsh/ohmyzsh/master/tools/install.sh -O -)" | |
cd .oh-my-zsh/plugins | |
git clone https://github.com/zsh-users/zsh-autosuggestions | |
git clone https://github.com/zsh-users/zsh-syntax-highlighting | |
# Install nvm | |
curl https://raw.githubusercontent.com/creationix/nvm/master/install.sh | bash | |
nvm install --lts | |
# Install nvitop | |
conda install -c conda-forge nvitop | |
# Install pytorch | |
conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia |
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