How to install MPI (Message Passing Interface) on Red Hat Enterprise Linux?

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Issue

How to install MPI on Red Hat Enterprise Linux system?
What is the procedure to install MPI ( preferable HP-MP)?
Is there an open source implementation of MPI available for Red Hat Enterprise Linux?

Environment

Red Hat Enterprise Linux 5
Red Hat Enterprise Linux 6
Red Hat Enterprise Linux 7
MPI (Message Passing Interface)

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