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botorch.acquisition

.. automodule:: botorch.acquisition

Acquisition Function APIs

Abstract Acquisition Function APIs

.. automodule:: botorch.acquisition.acquisition
    :members:

Analytic Acquisition Function API

.. currentmodule:: botorch.acquisition.analytic

.. autoclass:: AnalyticAcquisitionFunction
    :members:

Cached Cholesky Acquisition Function API

.. automodule:: botorch.acquisition.cached_cholesky
    :members:

Decoupled Acquisition Function API

.. automodule:: botorch.acquisition.decoupled
    :members:

Monte-Carlo Acquisition Function API

.. currentmodule:: botorch.acquisition.monte_carlo

.. autoclass:: MCAcquisitionFunction
    :members:

Multi-Objective Analytic Acquisition Function API

.. currentmodule:: botorch.acquisition.multi_objective.analytic

.. autoclass:: MultiObjectiveAnalyticAcquisitionFunction
    :members:

Multi-Objective Monte-Carlo Acquisition Function API

.. currentmodule:: botorch.acquisition.multi_objective.monte_carlo

.. autoclass:: MultiObjectiveMCAcquisitionFunction
    :members:

Acquisition Functions

Analytic Acquisition Functions

.. automodule:: botorch.acquisition.analytic
    :members:
    :exclude-members: AnalyticAcquisitionFunction

Monte-Carlo Acquisition Functions

.. automodule:: botorch.acquisition.monte_carlo
    :members:
    :exclude-members: MCAcquisitionFunction


.. automodule:: botorch.acquisition.logei
    :members:

Multi-Objective Analytic Acquisition Functions

.. automodule:: botorch.acquisition.multi_objective.analytic
    :members:
    :exclude-members: MultiObjectiveAnalyticAcquisitionFunction

Multi-Objective Hypervolume Knowledge Gradient Acquisition Functions

.. automodule:: botorch.acquisition.multi_objective.hypervolume_knowledge_gradient
    :members:

Multi-Objective Joint Entropy Search Acquisition Functions

.. automodule:: botorch.acquisition.multi_objective.joint_entropy_search
    :members:

Multi-Objective Max-value Entropy Search Acquisition Functions

.. automodule:: botorch.acquisition.multi_objective.max_value_entropy_search
    :members:

Multi-Objective Monte-Carlo Acquisition Functions

.. automodule:: botorch.acquisition.multi_objective.monte_carlo
    :members:
    :exclude-members: MultiObjectiveMCAcquisitionFunction


.. automodule:: botorch.acquisition.multi_objective.logei
    :members:

Multi-Objective Multi-Fidelity Acquisition Functions

.. automodule:: botorch.acquisition.multi_objective.multi_fidelity
    :members:

Multi-Objective Predictive Entropy Search Acquisition Functions

.. automodule:: botorch.acquisition.multi_objective.predictive_entropy_search
    :members:

ParEGO: Multi-Objective Acquisition Function with Chebyshev Scalarization

.. automodule:: botorch.acquisition.multi_objective.parego
    :members:

The One-Shot Knowledge Gradient

.. automodule:: botorch.acquisition.knowledge_gradient
    :members:

Multi-Step Lookahead Acquisition Functions

.. automodule:: botorch.acquisition.multi_step_lookahead
    :members:

Max-value Entropy Search Acquisition Functions

.. automodule:: botorch.acquisition.max_value_entropy_search
    :members:

Joint Entropy Search Acquisition Functions

.. automodule:: botorch.acquisition.joint_entropy_search
    :members:

Predictive Entropy Search Acquisition Functions

.. automodule:: botorch.acquisition.predictive_entropy_search
    :members:

Active Learning Acquisition Functions

.. automodule:: botorch.acquisition.active_learning
    :members:

Preference Acquisition Functions

.. automodule:: botorch.acquisition.preference
    :members:

Objectives and Cost-Aware Utilities

Objectives

.. automodule:: botorch.acquisition.objective
    :members:

Multi-Objective Objectives

.. automodule:: botorch.acquisition.multi_objective.objective
    :members:

Cost-Aware Utility

.. automodule:: botorch.acquisition.cost_aware
    :members:

Risk Measures

.. automodule:: botorch.acquisition.risk_measures
    :members:

Multi-Output Risk Measures

.. automodule:: botorch.acquisition.multi_objective.multi_output_risk_measures
    :members:

Utilities

Fixed Feature Acquisition Function

.. automodule:: botorch.acquisition.fixed_feature
    :members:

Constructors for Acquisition Function Input Arguments

.. automodule:: botorch.acquisition.input_constructors
    :members:

Penalized Acquisition Function Wrapper

.. automodule:: botorch.acquisition.penalized
    :members:

Prior-Guided Acquisition Function Wrapper

.. automodule:: botorch.acquisition.prior_guided
    :members:

Proximal Acquisition Function Wrapper

.. automodule:: botorch.acquisition.proximal
    :members:

Factory Functions for Acquisition Functions

.. automodule:: botorch.acquisition.factory
    :members:

General Utilities for Acquisition Functions

.. automodule:: botorch.acquisition.utils
    :members:

Multi-Objective Utilities for Acquisition Functions

.. automodule:: botorch.acquisition.multi_objective.utils
    :members: