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add validation option to TrainDataset #3067

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@melopeo melopeo commented Nov 30, 2023

Description of changes:

TrainDatasets currently have only fields for train and test datasets. In this commit we add the optional case for validation dataset.

By submitting this pull request, I confirm that you can use, modify, copy, and redistribute this contribution, under the terms of your choice.

Please tag this pr with at least one of these labels to make our release process faster: BREAKING, new feature, bug fix, other change, dev setup

@melopeo melopeo requested review from jaheba and lostella November 30, 2023 10:13
@@ -427,6 +433,7 @@ def __call__(self, data: DataEntry) -> DataEntry:
def load_datasets(
metadata: Path,
train: Path,
validation: Optional[Path],
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This is breaking the tests I think

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lostella commented Dec 1, 2023

Hey @melopeo, could you maybe update the OP to explain the motivation behind this? For example, why would one want to fix the validation data, when that could be considered a degree of freedom (some ways of setting it up may be better than others in some use cases; how to do that best may even depend on whether you use it for say model tuning vs early stopping)

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2 participants