Add numerical perturbation detector #2040
Open
+136
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Description
THIS IS A WORK IN PROGRESS PR
This PR adds the numerical perturbation detector feature to robustness detector. This PR is still a work in progress.
The detector will perturb the values by 1 percent and then check for errors in classification mode and for regression the model flags any error which is 5% away from the real value. This could be made so that the user can adjust these percentages but for now this is fixed. Review needed on this.
Related Issue
closes #1846
Type of Change
Checklist
CODE_OF_CONDUCT.md
document.CONTRIBUTING.md
guide.pdm.lock
runningpdm update-lock
(only applicable whenpyproject.toml
has beenmodified)