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richardliaw avatar richardliaw commented on June 26, 2024

cc @Yard1 ?

from tune-sklearn.

Yard1 avatar Yard1 commented on June 26, 2024

I think it's not something we can influence, as this is early stopping inside LightGBM itself. Our early stopping is implemented on top of early stopping that may be inside estimators themselves. Are you using the release version or the master branch? LightGBM early stopping is not present in the former IIRC. I followed the logic @inventormc implemented for xgboost, they may have a better idea about the details, but the way I understand it is that instead of refitting a model completely for each CV fold, it instead essentially fits it on all the previous folds + the current one. Therefore, it incrementally fits the estimator on a bigger and bigger portion of the dataset each time, stopping the trial if there is no improvement.

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