bolero.behavior_search.JustContextualOptimizer¶

class bolero.behavior_search.JustContextualOptimizer(optimizer)[source]¶

Wrap only the contextual optimizer.

Internally, we use a behavior that only returns the parameter vector that has been generated by the optimizer.

Parameters:	optimizer : dict or ContextualOptimizer A contextual optimizer that is given directly or fully specified by a configuration dictionary. n_params : int, optional (default: len(optimizer.initial_params)) Number of parameters to optimize

__init__(optimizer)[source]¶

get_args()¶

Get parameters for this estimator.

Returns:	params : mapping of string to any Parameter names mapped to their values.

get_best_behavior_template()¶

Return current best estimate of contextual policy.

get_desired_context()¶

Chooses desired context for next evaluation.

Returns:	context : ndarray-like, default=None The context in which the next rollout shall be performed. If None, the environment may select the next context without any preferences.

set_context(context)¶

Set context of next evaluation.

Note that the set context need not necessarily be the same that was requested by get_desired_context().

Parameters:	context : array-like, shape (n_context_dims,) The context in which the next rollout will be performed