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Ubuntu 20.04 LTS Machine Learning Setup and Security Hardening Script.
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#!/bin/bash | |
# Author: Robert Lambert | |
# Version: 0.1.0 | |
# Use this script to automate the set up of a Ubuntu 20.04 LTS for use as a machine learning workhorse | |
# ref: https://askubuntu.com/a/30157/8698 | |
# Root user check | |
if [ $SUDO_USER || $(id -u) = 0 ]; then | |
echo "The script need to be run as user." >&2 | |
exit 1 | |
else | |
real_user=$(whoami) | |
sudo -l | |
fi | |
# Ubuntu check | |
if ! lsb_release -i | grep 'Ubuntu'; then | |
echo "Ubuntu only. Exiting." | |
echo | |
exit 1 | |
fi | |
# x86_64 check | |
if ! uname -i | grep 'x86_64'; then | |
echo "x86_64 only. Exiting. this is for the cuda install" | |
echo | |
exit 1 | |
fi | |
# Enable firewall | |
ufw enable | |
#Refresh repository index | |
apt update | |
# Upgrades packages with auto-handling of dependencies | |
apt full-upgrade -y | |
# Check for other os | |
os-prober | |
# Update grub | |
update-grub | |
# Install powershell | |
# Update the list of packages | |
sudo apt-get update | |
# Install pre-requisite packages. | |
sudo apt-get install -y wget apt-transport-https | |
# Download the Microsoft repository GPG keys | |
wget -q https://packages.microsoft.com/config/ubuntu/20.04/packages-microsoft-prod.deb | |
# Register the Microsoft repository GPG keys | |
sudo dpkg -i packages-microsoft-prod.deb | |
# Update the list of products | |
sudo apt-get update | |
# Enable the "universe" repositories | |
sudo add-apt-repository universe | |
# Install PowerShell | |
sudo apt-get install -y powershell | |
# Start PowerShell | |
#pwsh | |
# install git, pip3 | |
apt install -y git python3-pip make build-essential bzip2 libssl-dev zlib1g-dev libbz2-dev libreadline-dev libsqlite3-dev wget curl llvm libncurses5-dev libncursesw5-dev xz-utils tk-dev libffi-dev liblzma-dev python-openssl gparted | |
# optional harden ubuntu 20.0.4 LTS | |
harden=False | |
if harden; then | |
echo " grub passsword write this down!" | |
echo | |
#grub-mkpasswd-pbkdf2 | |
#git clone https://github.com/konstruktoid/hardening.git | |
# make sure to read parmeters before running this see ./ubuntu.cfg file | |
#apt install arp-scan net-tools procps | |
#cd ./hardening | |
#sed -i "s/CHANGEME=.*/CHANGEME='ok'/" './ubuntu.cfg' | |
#bash ./ubuntu.sh | |
fi | |
# cuda for x86_64 | |
# Dl Cuda | |
wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/cuda-ubuntu2004.pin | |
# Move the file | |
mv cuda-ubuntu2004.pin /etc/apt/preferences.d/cuda-repository-pin-600 | |
# Get the file key | |
apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/7fa2af80.pub | |
# Update repository | |
add-apt-repository "deb https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/ /" | |
# Update | |
apt update | |
# Install Cuda | |
apt -y install cuda | |
# Update path | |
export PATH=/usr/local/cuda-11.1/bin${PATH:+:${PATH}} | |
# validate cuda install | |
echo | |
echo | |
nvcc -V | |
echo | |
# systemctl status nvidia-persistenced | |
# Install cuda dev extra | |
apt install g++ freeglut3-dev build-essential libx11-dev libxi-dev libglu1-mesa libglu1-mesa-dev -y | |
# Update bash shell: git exec "$BASH" | |
apt install git -y | |
# change back to user | |
su $real_user | |
# Install pyenv as user | |
git clone https://github.com/pyenv/pyenv.git ~/.pyenv | |
echo 'export PYENV_ROOT="$HOME/.pyenv"' >> ~/.bashrc | |
echo 'export PATH="$PYENV_ROOT/bin:$PATH"' >> ~/.bashrc | |
echo -e 'if command -v pyenv 1>/dev/null 2>&1; then\n eval "$(pyenv init -)"\nfi' >> ~/.bashrc | |
git clone https://github.com/pyenv/pyenv-virtualenv.git $(pyenv root)/plugins/pyenv-virtualenv | |
eval "$(pyenv init -)" | |
eval "$(pyenv virtualenv-init -)" | |
echo 'eval "$(pyenv virtualenv-init -)"' >> ~/.bash_profile | |
exec "$SHELL" | |
pyenv init | |
# Install some basics | |
pip3 install poetry black jupyter numpy pandas lightgbm matplotlib scipy xgboost | |
pip3 install sklearn | |
# VS Code Config | |
# TODO | |
# sudo apt install jq | |
# Read JSON File | |
# Append pyenv file locations | |
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