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The Julia graphs people have done benchmarks comparing in the past (I think with code) the package LightGraphs.jl (which was renamed Graphs.jl a couple of weeks ago) to several other libraries. LightGraphs.jl compared very favorably to other graph packages.
However, when I compared betweenness centrality between Julia and retworkx, I found retworkx was significantly faster, something like 50% or more IIRC.
It might be worth adding Julia Graphs.jl benchmarks here
mtreinish, IvanIsCoding and zsz00
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