Upstream changes from the internal dev repo.

[hildebrandmw]

This PR brings the repo up-to-date with our internal working repo. Highlights include:

• Benchmarking framework used for regression testing.
• Improved index construction times and index quality.
• Large internal changes to data structure saving and loading.
• Changes to the approach used for index extensions.
• Move to STL style allocators interface.