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feat: add experimental refinement of numeric subspace after acquisition function optimization #172

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@sumny sumny commented Nov 18, 2024

Check:

  • bbotk overhead is in general bad for acquisition function optimization
  • OptimizerChain instead of how warm-starting and refinement is currently done?
  • AcqFunctionMulti edge cases?
  • OptimizerBatchOptim similar to OptimizerBatchNLoptr?
  • cleaner API to restricting to subspace in AcqFunction?
  • Benchmark?

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