Upgrade Goptuna to v0.8.0 which supports IPOP-CMA-ES and BIPOP-CMA-ES. #1283
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Description
/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.
- Auger, A., Hansen, N.: A restart CMA evolution strategy with increasing population size. In: Proceedings of the 2005 IEEE Congress on Evolutionary Computation (CEC’2005), pp. 1769–1776 (2005a)
- Hansen N. Benchmarking a BI-Population CMA-ES on the BBOB-2009 Function Testbed. In the workshop Proceedings of the Genetic and Evolutionary Computation Conference, GECCO, pages 2389–2395. ACM, 2009.
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.]