I want to raise a question here already I created an issue in the related workaround but still haven't gotten any clarification about it.
I also want to tag most related posts I found: post1 & post2 to get reseanble answer possibly in this medium.
I would be happy if someone can shed a light on this issue: https://github.com/slundberg/shap/issues/1778 and due to avoid redundancy I just mentioned it here.