Merge classifier for multiple kingdom classification

I would like to merge three classifiers (Bacteria, Archaea and Protozoa) that have been generated using qiime feature-classifier fit-classifier-naive-bayes. I am aware that I could just merge the sequence and taxonomic file before training but all I have now is the trained clssifier (.qza) file. Any help in this will be much appreciated.