New Becnhmark API and lots of improved documentation.
New Features
* The benchmark function now returns a complete leaderboard instead of only one score
* Class Synthesizers can be directly passed to the benchmark function
Bug Fixes
* One hot encoding errors in the Independent, VEEGAN and Medgan Synthesizers.
* Proper usage of the `eval` mode during sampling.
* Fix improperly configured datasets.