did you compared your code with catboost encoding

[Sandy4321]

did you compared your CBM code with catboost encoding
https://catboost.ai/docs/concepts/algorithm-main-stages_cat-to-numberic.html

by the way catboost people say that category_encoders mimic of their encoder is mistaken
https://github.com/scikit-learn-contrib/category_encoders