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Install Ubuntu required dependencies:
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aptitude install cmake libboost-date-time-dev libboost-filesystem-dev libboost-program-options-dev libboost-signals-dev libboost-thread-dev libreadline-dev libv8-dev

Install Ubuntu optional dependencies:
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aptitude install libx11-dev

Build atomd and atomic:
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cd <atom root directory>
mkdir build
cd build
cmake ../
make

Create and install Ubuntu package: (requires cmake 2.8.3 or higher)
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cd <atom root directory>
mkdir build
cd build
cpack ../
sudo dpkg --install *.deb

Remove installed Ubuntu package:
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sudo aptitude remove atom

Instructions for Ubuntu 10.04 (Lucid)
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In order to build on Ubuntu 10.04, you need a newer version of
libv8. You can obtain one through this PPA:
https://launchpad.net/~gezakovacs/+archive/coffeescript

Issue the following commands:
sudo add-apt-repository ppa:gezakovacs/coffeescript
sudo apt-get update
sudo apt-get install libv8-dev

Then proceed as normal.