Scoringrules

Added support for python 3.12

This minor release adds another parametric form of the CRPS and a new type of scoring rule: the interval-based Winkler score. Additionally, we start to widen the scope of the library by introducing the first graphical verification tool, the reliability diagram. In the future, we plan to add other graphical tools to diagnose calibration as they are important to complement scoring rules.

New features
- Closed-form CRPS for the exponential distribution in 27 by sallen12 and frazane
- CORP reliability diagram in 23 by frazane
- Interval/Winkler Score in 24 by simon-hirsch

New features
- Added quantile-based CRPS in 22 by simon-hirsch

This release brings an important breaking change, improvements to the documentation and some preliminary work to include many new distributions for the analytical continuous ranked probability score.

Breaking changes 💥
- Changed the order of positional arguments for all functions in 18 by frazane. Starting with this release, observations always come as the first positional argument.

New features
- Added `special` module and several statistical functions to the backends in 17 by sallen12 and frazane. This is preparatory work for 13.

Documentation
- General improvements in 12 by frazane

What's changed
- Added Error Spread Score by frazane in 10

This release brings a new framework-agnostic backend system to scoringrules, with added support for pytorch! This required a major internal refactoring to the codebase but there are no significant changes to the API except for some weighted scoring rules.