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Help needed on Deep learning design

I am learning pytorch. The use case is I wanted to give a personalised recommendation to users based on region. The problem is I needed to create multiple Graphs which are more or less the same(But not exactly equivalent) based on each region.

The solution some people suggested is to create separate graphs for each region and use them. But I am not convinced with this approach, because region may quickly grow.

Can somebody help?

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