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In order to install openmpi the following commands were issued at each node:

yum install openmpi
yum install openmpi-devel

This installs openmpi in /usr/lib64/ For the libraries and binaries to be accessible to the users just add the following lines to the user .basrh file, which is located at /home/user name/:

export LD_LIBRARY_PATH=/usr/lib64/openmpi/lib/:$LD_LIBRARY_PATH
export PATH=/usr/lib64/openmpi/bin/:$PATH