Calculating variance explained by each predictor and clustering variable in brms

This problem has no proper answer if the terms are correlated with each other as, in this case, there is no unique way to assign variance explained to predictors separately (in general).

Are you directly interested in the varianeces explained or do you have some other goal which you just try to answer by means of variances explained?