In fact, setting OPAL_PREFIX doesn't work for a relocated tree (with
OMPI 1.10 or 3.0).  You also need $OPAL_PREFIX/lib and
$OPAL_PREFIX/lib/openmpi on LD_LIBRARY_PATH (assuming $MPI_LIB=$MPI_HOME/lib):

  $ OPAL_PREFIX=$(pwd)/usr/lib64/openmpi3 ./usr/lib64/openmpi3/bin/mpirun 
mpirun true
  ./usr/lib64/openmpi3/bin/mpirun: error while loading shared libraries: 
libopen-rte.so.40: cannot open shared object file: No such file or directory
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