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We need a newer libvirt version on the machine, and Ubuntu precise just doesn't contain what we need. I can't even set up a new copy of downburst, for example:

9:52:47 zack@teuthology downburst_ wip-requests-version ./bootstrap                                                                                                           1 ?
running develop
running egg_info
creating downburst.egg-info
writing requirements to downburst.egg-info/requires.txt
writing downburst.egg-info/PKG-INFO
writing top-level names to downburst.egg-info/top_level.txt
writing dependency_links to downburst.egg-info/dependency_links.txt
writing entry points to downburst.egg-info/entry_points.txt
writing manifest file 'downburst.egg-info/SOURCES.txt'
reading manifest file 'downburst.egg-info/SOURCES.txt'
reading manifest template 'MANIFEST.in'
writing manifest file 'downburst.egg-info/SOURCES.txt'
running build_ext
Creating /home/zack/src/downburst_/virtualenv/lib/python2.7/site-packages/downburst.egg-link (link to .)
downburst 0.0.1 is already the active version in easy-install.pth
Installing downburst script to /home/zack/src/downburst_/virtualenv/bin

Installed /home/zack/src/downburst_
Processing dependencies for downburst==0.0.1
Searching for libvirt-python
Reading http://pypi.python.org/simple/libvirt-python/
Best match: libvirt-python 1.2.9
Downloading https://pypi.python.org/packages/source/l/libvirt-python/libvirt-python-1.2.9.tar.gz#md5=970da28cfdc1c6532c96101b22f94ec4
Processing libvirt-python-1.2.9.tar.gz
Running libvirt-python-1.2.9/setup.py -q bdist_egg --dist-dir /tmp/easy_install-jYO0jL/libvirt-python-1.2.9/egg-dist-tmp-HvXKeP
/usr/bin/pkg-config --atleast-version=1.0.2 libvirt
file build/libvirt.py (for module libvirt) not found
file build/libvirt_qemu.py (for module libvirt_qemu) not found
file build/libvirt.py (for module libvirt) not found
file build/libvirt_qemu.py (for module libvirt_qemu) not found
file build/libvirt.py (for module libvirt) not found
file build/libvirt_qemu.py (for module libvirt_qemu) not found
libvirt-override.c:25:27: fatal error: build/libvirt.h: No such file or directory
compilation terminated.
error: Setup script exited with error: command 'gcc' failed with exit status 1