Pass known categories to the BinMapper #31
Merged
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Hey Thomas,
This PR passes the known categories from the Hist-GBDT estimator to the BinMapper, instead of letting the BinMapper figure it out.
I think this is preferable when there is some early stopping with a train/val split: we still want the BinMapper to know all the existing categories, not just those that are exclusive to the validation set. This is for the same reason that we allow users to pass a "categories" parameter to e.g. the OneHotEncoder.
One benefit is that we don't need
_find_bin_categoriescategories anymore. There is also no risk of usingbin_mapper.transformon unknown categories now.