Scoringrules

Latest version: v0.7.1

Safety actively analyzes 715033 Python packages for vulnerabilities to keep your Python projects secure.

Scan your dependencies

Page 2 of 2

0.5.1

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

0.5.0

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

0.4.4

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

0.4.0

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.

0.3.0

This release introduces weighted scores 4 by sallen12 (👏 ). The following weighting schemes have been implemented:

- threshold weighting
- outcome weighting
- vertical rescaling

for the ensemble-based metrics: CRPS, Energy Score and Variogram Score.

Page 2 of 2

© 2025 Safety CLI Cybersecurity Inc. All Rights Reserved.