lczerolens.concept#

Class for concept-based XAI methods.

class lczerolens.concept.AndBinaryConcept(*concepts: BinaryConcept)#

Class for binary concept-based XAI methods.

compute_label(board: LczeroBoard) → Any#: Compute the label for a given model and input.

class lczerolens.concept.BinaryConcept#

Bases: Concept

Class for binary concept-based XAI methods.

static compute_metrics(predictions, labels)#: Compute the metrics for a given model and input.

class lczerolens.concept.Concept#

Bases: ABC

Class for concept-based XAI methods.

abstract compute_label(board: LczeroBoard) → Any#: Compute the label for a given model and input.

abstract static compute_metrics(predictions, labels)#: Compute the metrics for a given model and input.

abstract property features: Features#: Return the features for the concept.

class lczerolens.concept.ContinuousConcept#

Bases: Concept

Class for continuous concept-based XAI methods.

static compute_metrics(predictions, labels)#: Compute the metrics for a given model and input.

class lczerolens.concept.MulticlassConcept#

Bases: Concept

Class for multiclass concept-based XAI methods.

static compute_metrics(predictions, labels)#: Compute the metrics for a given model and input.

class lczerolens.concept.NullConcept#

Bases: BinaryConcept

Class for binary concept-based XAI methods.

compute_label(board: LczeroBoard) → Any#: Compute the label for a given model and input.

class lczerolens.concept.OrBinaryConcept(*concepts: BinaryConcept)#

Class for binary concept-based XAI methods.

compute_label(board: LczeroBoard) → Any#: Compute the label for a given model and input.