Eclipse Download page is here
After download, in my home directory :
$ gunzip eclipse-standard-luna-R-linux-gtk-x86_64.tar.gz
$ tar tvf eclipse-standard-luna-R-linux-gtk-x86_64.tar
$ cd eclipse
$ vi eclipse.ini (I don't see anything needs to be modified)
Since I have openjdk 1.7 already, I am ready to go
$ eclipse &
Because I need to Python piece, I went to http://www.eclipse.org/users/
And drag to the PyDev "Install" mark to Eclipse workspace, then it will start install PyDev for Eclipse and Pydev Mylyn Integration.
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