csle_agents.agents.bayesian_optimization_emukit.bo package

Subpackages

• csle_agents.agents.bayesian_optimization_emukit.bo.acquisition package
  • Submodules
  • csle_agents.agents.bayesian_optimization_emukit.bo.acquisition.acquisition_function_type module
    • AcquisitionFunctionType
      • AcquisitionFunctionType.CAUSAL_EXPECTED_IMPROVEMENT
      • AcquisitionFunctionType.ENTROPY_SEARCH
      • AcquisitionFunctionType.EXPECTED_IMPROVEMENT
      • AcquisitionFunctionType.MAX_VALUE_ENTROPY_SEARCH
      • AcquisitionFunctionType.MUMBO
      • AcquisitionFunctionType.NEGATIVE_LOWER_CONFIDENCE_BOUND
      • AcquisitionFunctionType.PROBABILITY_OF_FEASIBILITY
      • AcquisitionFunctionType.PROBABILITY_OF_IMPROVEMENT
  • csle_agents.agents.bayesian_optimization_emukit.bo.acquisition.acquisition_optimizer_type module
    • AcquisitionOptimizerType
      • AcquisitionOptimizerType.CAUSAL_GRADIENT
      • AcquisitionOptimizerType.GRADIENT
  • Module contents
• csle_agents.agents.bayesian_optimization_emukit.bo.gp package
  • Submodules
  • csle_agents.agents.bayesian_optimization_emukit.bo.gp.gp_config module
    • GPConfig
      • GPConfig.create_gp()
      • GPConfig.from_dict()
      • GPConfig.from_json_file()
      • GPConfig.to_dict()
  • Module contents
• csle_agents.agents.bayesian_optimization_emukit.bo.kernel package
  • Submodules
  • csle_agents.agents.bayesian_optimization_emukit.bo.kernel.kernel_config module
    • KernelConfig
      • KernelConfig.create_kernel()
      • KernelConfig.from_dict()
      • KernelConfig.from_json_file()
      • KernelConfig.to_dict()
      • KernelConfig.to_json_file()
      • KernelConfig.to_json_str()
  • csle_agents.agents.bayesian_optimization_emukit.bo.kernel.kernel_type module
    • KernelType
      • KernelType.RBF
  • csle_agents.agents.bayesian_optimization_emukit.bo.kernel.rbf_kernel_config module
    • RBFKernelConfig
      • RBFKernelConfig.create_kernel()
      • RBFKernelConfig.from_dict()
      • RBFKernelConfig.from_json_file()
      • RBFKernelConfig.to_dict()
  • Module contents

Submodules

csle_agents.agents.bayesian_optimization_emukit.bo.bo_config module

class csle_agents.agents.bayesian_optimization_emukit.bo.bo_config.BOConfig(X_init: ndarray[Any, dtype[Any]], Y_init: ndarray[Any, dtype[Any]], input_space: ParameterSpace, evaluation_budget: int, gp_config: GPConfig, acquisition_function_type: AcquisitionFunctionType, acquisition_optimizer_type: AcquisitionOptimizerType, objective_type: ObjectiveType, beta: float = 1)

Bases: object

DTO representing the configuration of a Bayesian Optimization execution

static from_dict(d: Dict[str, Any]) → BOConfig

Converts a dict representation to an instance

Parameters

d – the dict to convert

Returns

the created instance

static from_json_file(json_file_path: str) → BOConfig

Reads a json file and converts it to a DTO

Parameters

json_file_path – the json file path

Returns

the converted DTO

get_acquisition_function(surrogate_model: GPyModelWrapper) → Acquisition

Gets the acquisition function for the configuration

Parameters

surrogate_model – the surrogate model to use for the acquisition

Returns

the acquisition function (from the emukit library)

get_acquisition_optimizer() → AcquisitionOptimizerBase

Gets the acquisition function optimizer for the given configuration

Returns

the optimizer (from the emukit library)

to_dict() → Dict[str, Any]

Gets a dict representation of the object

Returns

A dict representation of the object

csle_agents.agents.bayesian_optimization_emukit.bo.bo_results module

class csle_agents.agents.bayesian_optimization_emukit.bo.bo_results.BOResults(remaining_budget: float)

Bases: object

DTO representing the state and results of an execution of Bayesian Optimization

copy() → BOResults

Returns

a copy of the DTO

static from_dict(d: Dict[str, Any]) → BOResults

Converts a dict representation to an instance

Parameters

d – the dict to convert

Returns

the created instance

static from_json_file(json_file_path: str) → BOResults

Reads a json file and converts it into a dto

Parameters

json_file_path – the json file path to load the DTO from

Returns

the loaded DTO

static from_json_str(json_str: str) → BOResults

Converts json string into a DTO

Parameters

json_str – the json string representation

Returns

the DTO instance

to_dict() → Dict[str, Any]

Returns

a dict representation of the object

to_json_file(json_file_path: str) → None

Saves the DTO to a json file

Parameters

json_file_path – the json file path to save the DTO to

Returns

None

to_json_str() → str

Converts the DTO into a json string :return: the json string representation of the DTO

Module contents