smac.optimizer.subspaces.boing_subspace

Classes

BOinGSubspace(config_space, bounds, hps_types)

Subspace for BOinG optimizer.
class smac.optimizer.subspaces.boing_subspace.BOinGSubspace(config_space, bounds, hps_types, bounds_ss_cont=None, bounds_ss_cat=None, model_local=<class 'smac.epm.gaussian_process.augmented.GloballyAugmentedLocalGaussianProcess'>, model_local_kwargs={}, acq_func_local=<class 'smac.optimizer.acquisition.EI'>, acq_func_local_kwargs=None, rng=None, initial_data=None, activate_dims=None, incumbent_array=None, acq_optimizer_local=None, acq_optimizer_local_kwargs=None)[source]

Bases: smac.optimizer.subspaces.LocalSubspace

Subspace for BOinG optimizer. Each time we create a new epm model for the subspace and optimize to maximize the acquisition function inside this subregion.

Parameters

  • acq_optimizer_local (Optional[AcquisitionFunctionMaximizer]) – Subspace optimizer, used to give a set of suggested points. Unlike the optimizer implemented in epm_chooser, this optimizer does not require runhistory objects.

  • acq_optimizer_local_kwargs (Optional[dict]) – Parameters for acq_optimizer_local

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