It looks like the issue is because the Ubuntu package is compiled with
`--enable-heterogeneous` (this is not a default option).  Specifically:
if I compile Open MPI 2.1.1 with `--enable-heterogeneous`, I am able to
replicate the issue.

It further looks like we elected not to fix this issue upstream in the
v2.x series; only the v3.x series has the fix.  I would advise the
Ubuntu package to:

1. Do not use `--enable-heterogeneous` (it's not common usage, anyway).
2. Upgrade to Open MPI v2.1.6 (for ABI compatibility with the already-shipping 
openmpi-dev-2.1.1-8).  If you don't care about ABI, upgrade to whatever the 
latest version is on www.open-mpi.org.

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https://bugs.launchpad.net/bugs/1838684

Title:
  Open MPI 2.1.1 sample code failure

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