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[DOC] Publish benchmarks matrix to official docs #1680

@cjnolet

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@cjnolet

Many other libraries and products at NVIDIA are doing this. We should do it too. Ultimately, it would be great to have a tab-based interface, indexed by GPU that could show pareto curves and indexing times for differen datasets / scales.

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