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

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Tracked by #4350
alexbarghi-nv opened this issue Aug 28, 2024 · 0 comments
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improvement Improves an existing functionality

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@alexbarghi-nv
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alexbarghi-nv commented Aug 28, 2024

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: rapidsai/rmm#1392

@alexbarghi-nv alexbarghi-nv added the improvement Improves an existing functionality label Aug 28, 2024
@alexbarghi-nv alexbarghi-nv self-assigned this Aug 28, 2024
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