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xdavio avatar xdavio commented on May 27, 2024

Thank you for asking this question. As far as I know, the splits in the sklearn cross validator are deterministic by default, which is causing the issue. An immediate workaround is randomizing the dataset row order as a preprocessing step.

An alternative might be to set shuffle to True and pass the random state to the cross validator object right below the referenced line, but there may be a better way to handle this (such as exposing the cv object itself as an init parameter to the estimators). I'll follow up.

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stephen-hoover avatar stephen-hoover commented on May 27, 2024

This was fixed by #24 .

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