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eddiebergman avatar eddiebergman commented on September 27, 2024

Some extra comments thinking out it's use case. SMAC has some hidden bugs as ask() and tell() was sort of put in but not planned out for non-default use cases.

  • If I tell() many times before starting optimization, these results are used.
    • Makes warmstarting any optimizer with tell() trivial.
  • If I tell() during optimization but with a result that was not suggested by DEHB, how should it be used. What happens to the population? What if it's not in a fidelity bracket DEHB is aware of? If there's no good idea, better to explicitly error then.
    • Can share information between concurrent optimizers or self experimentation.
  • If I ask() twice without any internal update, will I get the same suggestion? Can I get two different suggestions for better parallelization?
    • xs = [ask(), ask()] -> Two same suggestions
    • xs = ask(2) -> Two different suggestions

from dehb.

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