Multiple Separate Graph link Prediction Problem

hi,
i have multiple separate graph dataset. Each of graph represents pdf doc and nodes are component of pdf like title, header, paragraph, images etc. My goal is to predict the link between two component of each graph. Most of the link prediction implementation on documentation is on large single Graph. Can you please share any example implementation similar to this problem.

Thanks,
Ankit