[DOC] Publish benchmarks matrix to official docs #1680
Description
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.