Hierarchical model test

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I am trying to build a hierarchial model, for this I am training a hierarchical tree and each node will have a model for that specific hierarchy. My question is: how will I choose the best model for each node? My idea was to test using the fold I split (I'm using k-fold), but what data will I use to test the final tree later?

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