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Fix some parameters after some optimization #17

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mb706 opened this issue Aug 13, 2020 · 1 comment
Open

Fix some parameters after some optimization #17

mb706 opened this issue Aug 13, 2020 · 1 comment

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@mb706
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mb706 commented Aug 13, 2020

Scenario: I optimize dimensions (a, b, c) for N steps, then determine that the value for c should be c*, but I want to go on optimizing over (a, b).
Alternative scenario: I have done some optimizations over (a, b), on some instances of similar problems, indexed by a meta-feature "c". so I have a large table with columns (a, b, c, ) already. I start on a new problem where the the value of my meta-feature is c*, I want to tune using the prior info I have collected.

These two scenarios are very similar and should probably have a common solution.

@jakob-r
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jakob-r commented Dec 14, 2020

Technical meaning:

  • allow a different search space for the optim of the acq function with certain values fixed for the objective

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