ENH Adds warning & docs for splitters that do not support goups#28210
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glemaitre merged 7 commits intoscikit-learn:mainfrom Jan 26, 2024
Merged
ENH Adds warning & docs for splitters that do not support goups#28210glemaitre merged 7 commits intoscikit-learn:mainfrom
glemaitre merged 7 commits intoscikit-learn:mainfrom
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glemaitre
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Jan 22, 2024
| ) | ||
| digits = load_digits() | ||
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| pytestmark = pytest.mark.filterwarnings( |
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It is a bit weird for me to have this filter globally set for the file.
We should have our test catching the warning to make sure that we raise it when we expect or otherwise, we should raise an error.
Is there a particular reason to go fine grain here?
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I converted this pytestmark to error instead and updated the tests.
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Jan 22, 2024
sklearn/model_selection/_split.py
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| class BaseShuffleSplit(_MetadataRequester, metaclass=ABCMeta): | ||
| """Base class for ShuffleSplit and StratifiedShuffleSplit.""" | ||
| """Base class for ShuffleSplit and StratifiedShuffleSplit. |
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and the GroupShuffleSplit as well. Maybe "*ShuffleSplit is enough.
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Jan 22, 2024
adrinjalali
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Jan 22, 2024
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I have a secret plan to make all splitters support group and strata (#26821) to all splitters and to simply the interface a bit.
But in the meantime this is a nice fix.
adrinjalali
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Jan 26, 2024
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…it-learn#28210) Co-authored-by: Loïc Estève <loic.esteve@ymail.com>
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Reference Issues/PRs
Closes #22848
What does this implement/fix? Explain your changes.
This PR:
_UnsupportedGroupCVMixinmixin that updates the docstrings of CV splitters that do not support groups. It also includes a warning if groups are passed in.splitmethod, this PR adds a warning there. ForPredefinedSplitterandTimeSeriesSplitter, it raises a warning duringsplitwhen the generator is created.Any other comments?
Implementation wise, I moved
ShuffleSplit._iter_indicestoBaseShuffleSplit._iter_indicies, so thatGroupShuffleSplitcan directly inherit fromBaseShuffleSplit. This wayGroupShuffleSplitis not inheriting from a splitter that does not support groups.