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rapidsai / cugraph-gnn

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[IMP] Research and Benchmark cuGraph Sampling with Host Pinned Memory #37

Closed alexbarghi-nv closed 3 weeks ago

alexbarghi-nv commented 3 months ago

Currently, managed memory is the preferred approach for sampling in resource-constrained environments, but it has a number of drawbacks, including large page sizes. UVA is already used by DGL in its GPU-enabled sampling approach; it would be good to see how it performs within cuGraph.

See: https://github.com/rapidsai/rmm/pull/1392

alexbarghi-nv commented 3 weeks ago

No longer planned; we are integrating the Chang/DLFW WholeGraph storage solution.