lczerolens.xai.concepts#

Concepts module.

class lczerolens.xai.concepts.BestLegalMoveConcept(wrapper: ModelWrapper)#

Class for move concept-based XAI methods.

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

class lczerolens.xai.concepts.HasMateThreatConcept#

Class for material concept-based XAI methods.

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

class lczerolens.xai.concepts.HasMaterialAdvantageConcept(relative: bool = True)#

Class for material concept-based XAI methods.

piece_values#

The piece values.

compute_label(board: Board, piece_values: Dict[int, int] | None = None) → int#: Compute the label for a given model and input.

class lczerolens.xai.concepts.HasPieceConcept(piece: str, relative: bool = True)#

Class for material concept-based XAI methods.

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

class lczerolens.xai.concepts.HasThreatConcept(piece: str, relative: bool = True)#

Class for material concept-based XAI methods.

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

class lczerolens.xai.concepts.PieceBestLegalMoveConcept(wrapper: ModelWrapper, piece: str)#

Class for move concept-based XAI methods.

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

Abstract Concepts#

class lczerolens.xai.BinaryConcept#

Class for binary concept-based XAI methods.

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

All concepts related to material.

class lczerolens.xai.HasPieceConcept(piece: str, relative: bool = True)#

Class for material concept-based XAI methods.

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

class lczerolens.xai.HasMaterialAdvantageConcept(relative: bool = True)#

Class for material concept-based XAI methods.

piece_values#

The piece values.

compute_label(board: Board, piece_values: Dict[int, int] | None = None) → int#: Compute the label for a given model and input.

All concepts related to threats.

class lczerolens.xai.HasThreatConcept(piece: str, relative: bool = True)#

Class for material concept-based XAI methods.

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

class lczerolens.xai.HasMateThreatConcept#

Class for material concept-based XAI methods.

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