Multi fidelity acquisition functions and recommender logic#756

Draft

jpenn2023 wants to merge 35 commits into

dev/mfbofrom

dev-mfbo-main-acquisition-functions

Commits on May 22, 2026

Multi fidelity searchspaces and surrogate modelling

jpenn2023
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AVHopp
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Typing fixes

jpenn2023
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More typing fixes

jpenn2023
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More typing fixes with some unresolved

jpenn2023
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Typo fix

jpenn2023
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Integrating multi fidelity surrogate models with multitask refactor

jpenn2023
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Integrate typing

jpenn2023
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Integrating kernel factories with multi fidelity

jpenn2023
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Move _ModelContext

jpenn2023
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Remove deprecated/unused from_preset from STMF GP.

jpenn2023
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Mainly docstring fixes

jpenn2023
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Separating task and fidelity types in search space.

jpenn2023
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Tidying supports_ inheritance

jpenn2023
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Remove unused imports after ModelContext move
AVHopp
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Add acquisition functions

jpenn2023
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Add acquisition functions

jpenn2023
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Moving generic dict comparison validator

jpenn2023
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Adding qMFKG botorch attributes and including qKG current_value attribute.

jpenn2023
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Add SearchSpaceTaskType to searchspace init file

jpenn2023
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Add multi fidelity acqfs to acquistion init files

jpenn2023
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Add multi-fidelity acquisiton arguments

jpenn2023
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Add recommender logic.

jpenn2023
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Checkpoint files should not be in the merge.

jpenn2023
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Attrs usage for custom acqf, minor bug fixes and docstring updates

jpenn2023
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AVHopp
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Validation typing fix

jpenn2023
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Typing fixes: working around broad Botorch typing

jpenn2023
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searchspace dependent acquisition function choice

jpenn2023
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MFUCB fidelities costs and values set at acqf build time

jpenn2023
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Comp rep fidelity dictionary for MFUCB

jpenn2023
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Restricted searchspace for MFUCB stage one

jpenn2023
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Fixed custom acqf imports

jpenn2023
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Fix typing in acqf builder

jpenn2023
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AVHopp
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Docstring and typing fixes.

jpenn2023
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Minor fixes

jpenn2023
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Docstrings, error messages, variable names, file structure.

jpenn2023
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AVHopp
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