How I Could Embed Graphs(subgraphs) to Deep Learning Model?

I had graphs that I get from social networks and I want to input them to deep learning model like to predict(regression) the future one, actually my graphs not normal graphs It is repeated subgraphs that I extract them using gspan algorithm… could anybody here help me and thank you

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