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GraphMLDatasets.jl is agnostic to the GNN framework, so you can load a dataset from there and then construct a GNNGraph (or many) out of it.
Is there a specific dataset you need? More generally I prefer to use MLDataset as a centralized dataset repository, If you want anything specific to be added you could open a issue there or create a PR
hope can load dataset with GraphMLDatasets.jl, it is contains more graph datasets.
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