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add smac momf #129

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merged 2 commits into from
Jun 4, 2024
Merged

add smac momf #129

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a1e58fb
add smac momf
dengdifan Jun 4, 2024
fff7a1d
refactor: rename configs
benjamc Jun 4, 2024
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30 changes: 30 additions & 0 deletions carps/configs/optimizer/smac20/momf_gp.yaml
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Original file line number Diff line number Diff line change
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# @package _global_
optimizer_id: SMAC3-MOMF-GP
optimizer_container_id: SMAC3
optimizer:
_target_: carps.optimizers.smac20.SMAC3Optimizer
_partial_: true

smac_cfg:
smac_class: smac.facade.blackbox_facade.BlackBoxFacade
budget_variable: ${problem.budget_type}
scenario:
seed: ${seed}
n_trials: ${task.n_trials}
objectives: ${task.objectives}
deterministic: true
n_workers: 1
output_directory: ${outdir}/${seed}/smac3_output
min_budget: ${task.min_budget}
max_budget: ${task.max_budget}
smac_kwargs:
dask_client: null
multi_objective_algorithm:
_target_: smac.multi_objective.parego.ParEGO
_partial_: true
intensifier:
_target_: smac.intensifier.hyperband.Hyperband
_partial_: true
eta: 3
incumbent_selection: 'any_budget'
overwrite: true
30 changes: 30 additions & 0 deletions carps/configs/optimizer/smac20/momf_rf.yaml
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Original file line number Diff line number Diff line change
@@ -0,0 +1,30 @@
# @package _global_
optimizer_id: SMAC3-MOMF-RF
optimizer_container_id: SMAC3
optimizer:
_target_: carps.optimizers.smac20.SMAC3Optimizer
_partial_: true

smac_cfg:
smac_class: smac.facade.multi_fidelity_facade.MultiFidelityFacade
budget_variable: ${problem.budget_type}
scenario:
seed: ${seed}
n_trials: ${task.n_trials}
objectives: ${task.objectives}
deterministic: true
n_workers: 1
output_directory: ${outdir}/${seed}/smac3_output
min_budget: ${task.min_budget}
max_budget: ${task.max_budget}
smac_kwargs:
dask_client: null
multi_objective_algorithm:
_target_: smac.multi_objective.parego.ParEGO
_partial_: true
intensifier:
_target_: smac.intensifier.hyperband.Hyperband
_partial_: true
eta: 3
incumbent_selection: 'any_budget'
overwrite: true