Support compressed storage of document vectors

[cmdevries]

After indexing compress document vectors so they can be written out in a compressed binary format.

Delta encode and variable byte sparse vectors.

Use https://github.com/lemire/FastPFOR.

[lemire]

Ping me if you want to discuss it further.