inversion_ideas.base.Objective

class inversion_ideas.base.Objective

Abstract representation of an objective function.

Attributes

n_params	Number of model parameters.
name	Name of the objective function.

Methods

__call__(model)	Evaluate the objective function for a given model.
gradient(model)	Evaluate the gradient of the objective function for a given model.
hessian(model)	Evaluate the hessian of the objective function for a given model.
hessian_diagonal(model)	Get the main diagonal of the Hessian.
info()	Get information about the objective function.
set_name(value)	Set name for the objective function.

Attributes

Objective.n_params

Number of model parameters.

Objective.name

Name of the objective function.

Methods

Methods documentation

abstractmethod Objective.__call__(model)

Evaluate the objective function for a given model.

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abstractmethod Objective.gradient(model)

Evaluate the gradient of the objective function for a given model.

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abstractmethod Objective.hessian(model)

Evaluate the hessian of the objective function for a given model.

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Objective.hessian_diagonal(model)

Get the main diagonal of the Hessian.

Parameters:

model(n_params) array

Array with model values.

Returns:

(n_params,) array

Array containing the diagonal of the Hessian.

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Objective.info()

Get information about the objective function.

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Objective.set_name(value)

Set name for the objective function.

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