Refactor WALNUTS sampler implementation with enhanced adaptive step size and state management. Introduced new utility classes for state storage and U-turn checks, and updated the constructor parameters for improved flexibility. Added comprehensive docstring for clarity and reference.

Author: fonnesbeck