Improved numerical stability and enhanced NUTS interface

• NaNs are correctly handled now.
• Hyper parameters for NUTS now can be set via the constructor.
• Codes for the AbstractMetric type is simplified and improved.

Initial release

AdvancedHMC.jl provide flexible building blocks for HMC algorithms and the full functionality of NUTS with the same windowed adaptation as Stan's.