MFNN test dataset

Hi, MFNN is built based on low-fidelity data and high-fidelity data.

I'm writing to ask what's the size of test dataset using high-fidelity data for the purpose of predictive accuracy. 
If high-fidelity data based on experiment is not enough (a few), then how to validate the accuracy of built MFNN? 

Best!