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crepes 0.5.0

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@henrikbostrom henrikbostrom released this 02 Jun 13:19
· 62 commits to main since this release
a572897

Feature

  • The full cpds matrix is calculated only if requested to be output (return_cpds=True) by the predict method of ConformalPredictiveSystem or if the set of metrics include "CRPS" for the evaluate method. This allows large test and calibration sets to be handled without excessive use of memory in other cases. Thanks to @christopherjluke and @SebastianLeborg for highlighting and discussing the problem.

Fixes

  • Default values for mandatory arguments for the methods fit, predict and evaluate methods of ConformalRegressor and ConformalPredictiveSystem, as well as the function binning in crepes.extras, are no longer provided

  • y_min and y_max correctly inserted for all percentiles

  • The evaluate method for ConformalPredictiveSystem fixed to work correctly even if CRPS not included in metrics, and if all test objects belong to the same Mondrian category

  • Incorrect values for percentiles will render an error message