tabnet 0.9.0

New features

• add the augment() function and document the predict() function (#190).

Improvements and fixes

• Ancestor matrix is now taken into account, making hierarchical classification now effective (#188).
• Fix steady loss due to frozen optimizer after checkpointing to disk when running on "cuda" and "mps" accelerators.
• multiple R files renamed to improve clarity.