lczerolens.concepts#

Concepts module.

Submodules#

Classes#

`HasMaterialAdvantage`	Class for material concept-based XAI methods.
`HasPiece`	Class for material concept-based XAI methods.
`BestLegalMove`	Class for move concept-based XAI methods.
`PieceBestLegalMove`	Class for move concept-based XAI methods.
`HasMateThreat`	Class for material concept-based XAI methods.
`HasThreat`	Class for material concept-based XAI methods.

Package Contents#

class lczerolens.concepts.HasMaterialAdvantage(relative=True)[source]#

Bases: lczerolens.concept.BinaryConcept

Class for material concept-based XAI methods.

Parameters:: relative (bool)

piece_values#

The piece values.

Type:: Dict[int, int]

piece_values#

relative = True#

compute_label(board, piece_values=None)[source]#

Compute the label for a given model and input.

Parameters:

board (lczerolens.board.LczeroBoard)
piece_values (Optional[Dict[int, int]])

Return type:

int

class lczerolens.concepts.HasPiece(piece, relative=True)[source]#

Bases: lczerolens.concept.BinaryConcept

Class for material concept-based XAI methods.

Parameters:

piece (str)
relative (bool)

piece#

relative = True#

compute_label(board)[source]#

Compute the label for a given model and input.

Parameters:: board (lczerolens.board.LczeroBoard)
Return type:: int

class lczerolens.concepts.BestLegalMove(model)[source]#

Bases: lczerolens.concept.MulticlassConcept

Class for move concept-based XAI methods.

Parameters:: model (lczerolens.model.LczeroModel)

policy_flow#

compute_label(board)[source]#

Compute the label for a given model and input.

Parameters:: board (lczerolens.board.LczeroBoard)
Return type:: int

class lczerolens.concepts.PieceBestLegalMove(model, piece)[source]#

Bases: lczerolens.concept.BinaryConcept

Class for move concept-based XAI methods.

Parameters:

model (lczerolens.model.LczeroModel)
piece (str)

policy_flow#

piece#

compute_label(board)[source]#

Compute the label for a given model and input.

Parameters:: board (lczerolens.board.LczeroBoard)
Return type:: int

class lczerolens.concepts.HasMateThreat[source]#

Bases: lczerolens.concept.BinaryConcept

Class for material concept-based XAI methods.

compute_label(board)[source]#

Compute the label for a given model and input.

Parameters:: board (lczerolens.board.LczeroBoard)
Return type:: int

class lczerolens.concepts.HasThreat(piece, relative=True)[source]#

Bases: lczerolens.concept.BinaryConcept

Class for material concept-based XAI methods.

Parameters:

piece (str)
relative (bool)

piece#

relative = True#

compute_label(board)[source]#

Compute the label for a given model and input.

Parameters:: board (lczerolens.board.LczeroBoard)
Return type:: int