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Upgrade Goptuna to v0.8.0 which supports IPOP-CMA-ES and BIPOP-CMA-ES. #1283

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@c-bata

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/kind feature

Describe the solution you'd like

I've just released Goptuna v0.6.0. It includes IPOP-CMA-ES and BIPOP-CMA-ES supports. As the benchmark results of two-dimensional Rastrigin function shows, these algorithms outperforms on multimodal functions.

rastrigin-function-dim-2-1a14f4610cabf55e51b3b006bfe723dcadef3a57d9eb5c82a09c2c9fbb804c42

TODOs

  • Add Katib options to enable IPOP-CMA-ES and BIPOP-CMA-ES.
  • Remove the use of deprecated APIs (Some study options are renamed).

Anything else you would like to add:
[Miscellaneous information that will assist in solving the issue.]

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