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Add hypervolume benchmarks - #323

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nikitakuklev wants to merge 4 commits into
xopt-org:mainfrom
nikitakuklev:hv-benchmark
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nikitakuklev wants to merge 4 commits into
xopt-org:mainfrom
nikitakuklev:hv-benchmark

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@nikitakuklev

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Creates functions for evaluating hypervolume using botorch and pymoo. A notebook to generate plots is provided. In the future, we can expand this to maybe use deap C++ call since it is a dependency anyways.

@MLopez-Ibanez

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Benchmarks of all python packages providing utilities for multi-objective optimisation: https://multi-objective.github.io/moocore/python/#benchmarks

@MLopez-Ibanez

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Now both pymoo and DEAP use moocore for hypervolume computation.

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