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Enhancing Flexibility in Priorband Usage: Allowing Partial Knowledge Without Mandatory Default Parameters #28

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danrgll opened this issue Nov 13, 2023 · 0 comments
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enhancement New feature or request

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@danrgll
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danrgll commented Nov 13, 2023

It would be beneficial to have the ability to add partial knowledge to the configuration area, especially for using Priorband, without having to set the "default" argument for all the parameters.

Example:

pipeline_space = dict(
    hyperparameter_a=neps.FloatParameter(lower=1e-5, upper=1e-1, log=True),
    hyperparameter_b=neps.IntegerParameter(lower=1, upper=20, is_fidelity=True), 
    hyperparameter_c=neps.IntegerParameter(lower=32, upper=128, **default=64, default_confidence="medium"**), # my knowledge 
)
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Labels
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