How use Catboost to encode a dataset?

There is a package based on the Catboost algorithm, [https://contrib.scikit-learn.org/category_encoders/_modules/category_encoders/cat_boost.html#CatBoostEncoder] that claims to use catboost algorithm to encode datasets. But it has not had all the features in the catboost package that allow refining the model training phase. After training, I'm trying to find a way to use the catboost to transform the categorical variables from a dataset. Could you help me with that?