.. role:: hidden
    :class: hidden-section


botorch.utils
========================================================
.. automodule:: botorch.utils


Constraints
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.constraints
		:members:

Containers
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.containers
		:members:

Context Managers
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.context_managers
		:members:

Datasets
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.datasets
		:members:

Dispatcher
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.dispatcher
		:members:

Evaluation
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.evaluation
		:members:

Low-Rank Cholesky Update Utils
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.low_rank
		:members:

Multi-Task Distribution Utils
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.multitask
		:members:

Objective
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.objective
		:members:

Rounding
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.rounding
		:members:

Sampling
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.sampling
		:members:

Testing
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.testing
		:members:

Test Helpers
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.test_helpers
		:members:

Torch
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.torch
		:members:

Transformations
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.transforms
		:members:

Feasible Volume
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.feasible_volume
		:members:

JAX Utilities
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.jax_utils
		:members:

Types and Type Hints
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.types
		:members:

Constants
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.constants
		:members:

Safe Math
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.safe_math
		:members:

Multi-Objective Utilities
-------------------------------------------

Abstract Box Decompositions
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.multi_objective.box_decompositions.box_decomposition
    	:members:

Box Decomposition List
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.multi_objective.box_decompositions.box_decomposition_list
    	:members:

Box Decomposition Utilities
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.multi_objective.box_decompositions.utils
    	:members:

Dominated Partitionings
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.multi_objective.box_decompositions.dominated
		:members:

Hypervolume
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.multi_objective.hypervolume
		:members:

Non-dominated Partitionings
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.multi_objective.box_decompositions.non_dominated
		:members:

Optimize
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.multi_objective.optimize
		:members:

Pareto
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.multi_objective.pareto
		:members:

Scalarization
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.multi_objective.scalarization
		:members:

Probability Utilities
-------------------------------------------

Multivariate Gaussian Probabilities via Bivariate Conditioning
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.probability.mvnxpb
    	:members:

Truncated Multivariate Normal Distribution
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.probability.truncated_multivariate_normal
    	:members:

Unified Skew Normal Distribution
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.probability.unified_skew_normal
    	:members:

Bivariate Normal Probabilities and Statistics
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.probability.bvn
    	:members:

Elliptic Slice Sampler with Linear Constraints
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.probability.lin_ess
    	:members:

Linear Algebra Helpers
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.probability.linalg
    	:members:

Probability Helpers
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: botorch.utils.probability.utils
    	:members: