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feat: Enhance skore.cross_validate with cross_validate history #563

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MarieS-WiMLDS opened this issue Oct 22, 2024 · 2 comments
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@MarieS-WiMLDS
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Is your feature request related to a problem? Please describe.

As a data scientist, I don't want my cross_validate plots to be erased on each iteration.
Sub issue of #544

Describe the solution you'd like

We want to have a name quite short, but as representative as possible of the execution that took place.
Do not erase cross_validate on each run, but rather create a new plot with a new name, following this convention: cv_skore_{estimator}_run_{iter}.

Describe alternatives you've considered, if relevant

cv_skore_run_{iter} could be another solution, but the iter number might grow super high very quick. Not what we want.

Additional context

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@MarieS-WiMLDS MarieS-WiMLDS added enhancement New feature or request needs-triage This has been recently submitted and needs attention and removed needs-triage This has been recently submitted and needs attention labels Oct 22, 2024
@augustebaum
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What is estimator precisely? is it the class name of the estimator?

@tuscland
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Giving priority to #504, after completion, this issue might become irrelevant.

@tuscland tuscland added epic This issue represents major product increments and removed enhancement New feature or request labels Oct 23, 2024
@tuscland tuscland closed this as not planned Won't fix, can't repro, duplicate, stale Nov 20, 2024
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