Index

_

__call__() (lczerolens.LczeroModel method) (lczerolens.model.LczeroModel method) __getattr__() (lczerolens.LczeroModel method) (lczerolens.model.LczeroModel method) __iter__() (lczerolens.lenses.sae.buffer.ActivationBuffer method) __len__() (lczerolens.play.Puzzle method) (lczerolens.play.puzzle.Puzzle method) __next__() (lczerolens.lenses.sae.buffer.ActivationBuffer method) __post_init__() (lczerolens.lenses.sae.buffer.ActivationBuffer method) __setattr__() (lczerolens.LczeroModel method) (lczerolens.model.LczeroModel method) _ensure_compatible() (lczerolens.Lens method) (lczerolens.lens.Lens method) _ensure_proper_forward() (lczerolens.Flow method) (lczerolens.LczeroModel method) (lczerolens.model.Flow method) (lczerolens.model.ForceValueFlow method) (lczerolens.model.LczeroModel method) _execute() (lczerolens.LczeroModel method) (lczerolens.model.LczeroModel method) _fill_buffer() (lczerolens.lenses.sae.buffer.ActivationBuffer method) _flow_type (lczerolens.Flow attribute) (lczerolens.model.Flow attribute) _get_batched_stats() (lczerolens.play.ModelSampler method) (lczerolens.play.sampling.ModelSampler method) _get_m_values() (lczerolens.play.ModelSampler method) (lczerolens.play.sampling.ModelSampler method) _get_modules() (lczerolens.Lens method) (lczerolens.lens.Lens method) _get_p_values() (lczerolens.play.ModelSampler method) (lczerolens.play.sampling.ModelSampler method) _get_q_values() (lczerolens.play.ModelSampler method) (lczerolens.play.sampling.ModelSampler method) _intervene() (lczerolens.Lens method) (lczerolens.lens.Lens method) (lczerolens.lenses.activation.ActivationLens method) (lczerolens.lenses.ActivationLens method) (lczerolens.lenses.composite.CompositeLens method) (lczerolens.lenses.CompositeLens method) (lczerolens.lenses.gradient.GradientLens method) (lczerolens.lenses.GradientLens method) (lczerolens.lenses.lrp.lens.LrpLens method) (lczerolens.lenses.lrp.LrpLens method) (lczerolens.lenses.LrpLens method) (lczerolens.lenses.patching.PatchingLens method) (lczerolens.lenses.PatchingLens method) (lczerolens.lenses.probing.lens.ProbingLens method) (lczerolens.lenses.probing.ProbingLens method) (lczerolens.lenses.ProbingLens method)

_lens_map (lczerolens.lenses.composite.CompositeLens attribute) (lczerolens.lenses.CompositeLens attribute) _lens_type (lczerolens.Lens attribute) (lczerolens.lens.Lens attribute) _make_activations_it() (lczerolens.lenses.sae.buffer.ActivationBuffer method) _make_dataloader_it() (lczerolens.lenses.sae.buffer.ActivationBuffer method) _patch_fn (lczerolens.lenses.patching.PatchingLens attribute) (lczerolens.lenses.PatchingLens attribute) _pattern (lczerolens.Lens attribute) (lczerolens.lens.Lens attribute) _prepare_inputs() (lczerolens.LczeroModel method) (lczerolens.model.LczeroModel method) _probe_fn (lczerolens.lenses.probing.lens.ProbingLens attribute) (lczerolens.lenses.probing.ProbingLens attribute) (lczerolens.lenses.ProbingLens attribute) _reg_exp (lczerolens.Lens attribute) (lczerolens.lens.Lens attribute) _registry (lczerolens.Flow attribute) (lczerolens.Lens attribute) (lczerolens.lens.Lens attribute) (lczerolens.model.Flow attribute) _repr_svg_() (lczerolens.play.Puzzle method) (lczerolens.play.puzzle.Puzzle method) _trace() (lczerolens.Lens method) (lczerolens.lens.Lens method) _trained (lczerolens.lenses.probing.probe.Probe attribute) _use_callback() (lczerolens.play.ModelSampler method) (lczerolens.play.sampling.ModelSampler method)

A

ActivationBuffer (class in lczerolens.lenses.sae.buffer) ActivationLens (class in lczerolens.lenses) (class in lczerolens.lenses.activation) AddEpsilon (class in lczerolens.lenses.lrp.rules.epsilon) AddEpsilonFunction (class in lczerolens.lenses.lrp.rules.epsilon) alpha (lczerolens.play.ModelSampler attribute) (lczerolens.play.sampling.ModelSampler attribute)

analyse() (lczerolens.Lens method) (lczerolens.lens.Lens method) analyse_batched() (lczerolens.Lens method) (lczerolens.lens.Lens method) AndBinaryConcept (class in lczerolens.concept)

B

backward() (lczerolens.lenses.lrp.rules.epsilon.AddEpsilonFunction static method) (lczerolens.lenses.lrp.rules.epsilon.BilinearMatMulEpsilonFunction static method) (lczerolens.lenses.lrp.rules.epsilon.MatMulEpsilonFunction static method) (lczerolens.lenses.lrp.rules.epsilon.MulUniformFunction static method) (lczerolens.lenses.lrp.rules.epsilon.SoftmaxEpsilonFunction static method) BestLegalMove (class in lczerolens.concepts) (class in lczerolens.concepts.move) beta (lczerolens.play.ModelSampler attribute) (lczerolens.play.sampling.ModelSampler attribute) BilinearMatMulEpsilon (class in lczerolens.lenses.lrp.rules.epsilon)

BilinearMatMulEpsilonFunction (class in lczerolens.lenses.lrp.rules.epsilon) BinaryConcept (class in lczerolens.concept) black (lczerolens.play.sampling.SelfPlay attribute) board_collate_fn() (lczerolens.play.Game static method) (lczerolens.play.game.Game static method) BOARD_DATASET_FEATURES (in module lczerolens.play.game) board_from_backend() (in module lczerolens.backends) board_move_generator() (lczerolens.play.Puzzle method) (lczerolens.play.puzzle.Puzzle method) book_exit (lczerolens.play.Game attribute) (lczerolens.play.game.Game attribute)

C

choose_move() (lczerolens.play.ModelSampler method) (lczerolens.play.Sampler method) (lczerolens.play.sampling.ModelSampler method) (lczerolens.play.sampling.Sampler method) CompositeLens (class in lczerolens.lenses) (class in lczerolens.lenses.composite) compute_batch_size (lczerolens.lenses.sae.buffer.ActivationBuffer attribute) compute_fn (lczerolens.lenses.sae.buffer.ActivationBuffer attribute) compute_label() (lczerolens.concept.AndBinaryConcept method) (lczerolens.concept.Concept method) (lczerolens.concept.NullConcept method) (lczerolens.concept.OrBinaryConcept method) (lczerolens.concepts.BestLegalMove method) (lczerolens.concepts.HasMaterialAdvantage method) (lczerolens.concepts.HasMateThreat method) (lczerolens.concepts.HasPiece method) (lczerolens.concepts.HasThreat method) (lczerolens.concepts.material.HasMaterialAdvantage method) (lczerolens.concepts.material.HasPiece method) (lczerolens.concepts.move.BestLegalMove method) (lczerolens.concepts.move.PieceBestLegalMove method) (lczerolens.concepts.PieceBestLegalMove method) (lczerolens.concepts.threat.HasMateThreat method) (lczerolens.concepts.threat.HasThreat method)

compute_metrics() (lczerolens.concept.BinaryConcept static method) (lczerolens.concept.Concept static method) (lczerolens.concept.ContinuousConcept static method) (lczerolens.concept.MulticlassConcept static method) (lczerolens.play.Puzzle static method) (lczerolens.play.puzzle.Puzzle static method) Concept (class in lczerolens.concept) concept_collate_fn() (in module lczerolens.concept) concept_init_rel() (in module lczerolens.concept) concepts (lczerolens.concept.AndBinaryConcept attribute) (lczerolens.concept.OrBinaryConcept attribute) ContinuousConcept (class in lczerolens.concept) convert_to_leela() (in module lczerolens.backends) convert_to_onnx() (in module lczerolens.backends)

D

dataloader_kwargs (lczerolens.lenses.sae.buffer.ActivationBuffer attribute) dataset (lczerolens.lenses.sae.buffer.ActivationBuffer attribute) decode_move() (lczerolens.board.LczeroBoard method) (lczerolens.LczeroBoard method)

describenet() (in module lczerolens.backends) device (lczerolens.LczeroModel property) (lczerolens.model.LczeroModel property) draw_score (lczerolens.play.ModelSampler attribute) (lczerolens.play.sampling.ModelSampler attribute)

E

encode_move() (lczerolens.board.LczeroBoard static method) (lczerolens.LczeroBoard static method) EPS (in module lczerolens.lenses.probing.probe) epsilon (lczerolens.lenses.lrp.rules.epsilon.AddEpsilon attribute) (lczerolens.lenses.lrp.rules.epsilon.BilinearMatMulEpsilon attribute) (lczerolens.lenses.lrp.rules.epsilon.MatMulEpsilon attribute)

evaluate() (lczerolens.play.Puzzle method) (lczerolens.play.puzzle.Puzzle method) evaluate_multiple() (lczerolens.play.Puzzle class method) (lczerolens.play.puzzle.Puzzle class method)

F

features (lczerolens.concept.BinaryConcept attribute) (lczerolens.concept.Concept property) (lczerolens.concept.ContinuousConcept attribute) (lczerolens.concept.MulticlassConcept attribute) fen (lczerolens.play.Puzzle attribute) (lczerolens.play.puzzle.Puzzle attribute) Flow (class in lczerolens) (class in lczerolens.model) ForceValueFlow (class in lczerolens.model) forward() (lczerolens.lenses.lrp.rules.epsilon.AddEpsilon method) (lczerolens.lenses.lrp.rules.epsilon.AddEpsilonFunction static method) (lczerolens.lenses.lrp.rules.epsilon.BilinearMatMulEpsilon method) (lczerolens.lenses.lrp.rules.epsilon.BilinearMatMulEpsilonFunction static method) (lczerolens.lenses.lrp.rules.epsilon.MatMulEpsilon method) (lczerolens.lenses.lrp.rules.epsilon.MatMulEpsilonFunction static method) (lczerolens.lenses.lrp.rules.epsilon.MulUniform method) (lczerolens.lenses.lrp.rules.epsilon.MulUniformFunction static method) (lczerolens.lenses.lrp.rules.epsilon.SoftmaxEpsilonFunction static method)

from_dict() (lczerolens.play.Game class method) (lczerolens.play.game.Game class method) (lczerolens.play.Puzzle class method) (lczerolens.play.puzzle.Puzzle class method) from_model() (lczerolens.Flow class method) (lczerolens.model.Flow class method) from_name() (lczerolens.Flow class method) (lczerolens.Lens class method) (lczerolens.lens.Lens class method) (lczerolens.model.Flow class method) from_onnx_path() (lczerolens.LczeroModel class method) (lczerolens.model.LczeroModel class method) from_path() (lczerolens.LczeroModel class method) (lczerolens.model.LczeroModel class method) from_square (in module lczerolens.constants) from_torch_path() (lczerolens.LczeroModel class method) (lczerolens.model.LczeroModel class method)

G

Game (class in lczerolens.play) (class in lczerolens.play.game) GAME_DATASET_FEATURES (in module lczerolens.play.game) game_url (lczerolens.play.Puzzle attribute) (lczerolens.play.puzzle.Puzzle attribute) gameid (lczerolens.play.Game attribute) (lczerolens.play.game.Game attribute) gamma (lczerolens.play.ModelSampler attribute) (lczerolens.play.sampling.ModelSampler attribute) generic_command() (in module lczerolens.backends) get_legal_indices() (lczerolens.board.LczeroBoard method) (lczerolens.LczeroBoard method) get_next_legal_boards() (lczerolens.board.LczeroBoard method) (lczerolens.LczeroBoard method) get_next_moves() (lczerolens.play.Sampler method) (lczerolens.play.sampling.Sampler method)

get_piece_index() (lczerolens.board.LczeroBoard static method) (lczerolens.LczeroBoard static method) get_plane_order() (lczerolens.board.LczeroBoard static method) (lczerolens.LczeroBoard static method) get_utilities() (lczerolens.play.ModelSampler method) (lczerolens.play.PolicySampler method) (lczerolens.play.RandomSampler method) (lczerolens.play.Sampler method) (lczerolens.play.sampling.ModelSampler method) (lczerolens.play.sampling.PolicySampler method) (lczerolens.play.sampling.RandomSampler method) (lczerolens.play.sampling.Sampler method) GradientLens (class in lczerolens.lenses) (class in lczerolens.lenses.gradient)

H

HasMaterialAdvantage (class in lczerolens.concepts) (class in lczerolens.concepts.material) HasMateThreat (class in lczerolens.concepts) (class in lczerolens.concepts.threat)

HasPiece (class in lczerolens.concepts) (class in lczerolens.concepts.material) HasThreat (class in lczerolens.concepts) (class in lczerolens.concepts.threat) HISTORY_PLANE_NAMES (in module lczerolens.constants)

I

initial_board (lczerolens.play.Puzzle property) (lczerolens.play.puzzle.Puzzle property) initial_move (lczerolens.play.Puzzle attribute) (lczerolens.play.puzzle.Puzzle attribute) INPUT_CLASSICAL_112_PLANE (lczerolens.board.InputEncoding attribute) (lczerolens.InputEncoding attribute) INPUT_CLASSICAL_112_PLANE_NO_HISTORY (lczerolens.board.InputEncoding attribute) (lczerolens.InputEncoding attribute) INPUT_CLASSICAL_112_PLANE_REPEATED (lczerolens.board.InputEncoding attribute) (lczerolens.InputEncoding attribute) input_requires_grad (lczerolens.lenses.gradient.GradientLens attribute) (lczerolens.lenses.GradientLens attribute)

InputEncoding (class in lczerolens) (class in lczerolens.board) INVERTED_FROM_INDEX (in module lczerolens.constants) INVERTED_POLICY_INDEX (in module lczerolens.constants) INVERTED_TO_INDEX (in module lczerolens.constants) is_compatible() (lczerolens.Flow class method) (lczerolens.Lens method) (lczerolens.lens.Lens method) (lczerolens.lenses.composite.CompositeLens method) (lczerolens.lenses.CompositeLens method) (lczerolens.model.Flow class method) (lczerolens.model.ForceValueFlow class method)

K

k_0 (lczerolens.play.ModelSampler attribute) (lczerolens.play.sampling.ModelSampler attribute) k_1 (lczerolens.play.ModelSampler attribute) (lczerolens.play.sampling.ModelSampler attribute)

k_2 (lczerolens.play.ModelSampler attribute) (lczerolens.play.sampling.ModelSampler attribute)

L

LczeroBoard (class in lczerolens) (class in lczerolens.board) lczerolens module lczerolens.backends module lczerolens.board module lczerolens.concept module lczerolens.concepts module lczerolens.concepts.material module lczerolens.concepts.move module lczerolens.concepts.threat module lczerolens.constants module lczerolens.lens module lczerolens.lenses module lczerolens.lenses.activation module lczerolens.lenses.composite module lczerolens.lenses.gradient module lczerolens.lenses.lrp module lczerolens.lenses.lrp.lens module

lczerolens.lenses.lrp.rules module lczerolens.lenses.lrp.rules.epsilon module lczerolens.lenses.patching module lczerolens.lenses.probing module lczerolens.lenses.probing.lens module lczerolens.lenses.probing.probe module lczerolens.lenses.sae module lczerolens.lenses.sae.buffer module lczerolens.model module lczerolens.play module lczerolens.play.game module lczerolens.play.puzzle module lczerolens.play.sampling module LczeroModel (class in lczerolens) (class in lczerolens.model) Lens (class in lczerolens) (class in lczerolens.lens) logger (lczerolens.lenses.sae.buffer.ActivationBuffer attribute) LrpLens (class in lczerolens.lenses) (class in lczerolens.lenses.lrp) (class in lczerolens.lenses.lrp.lens)

M

m_max (lczerolens.play.ModelSampler attribute) (lczerolens.play.sampling.ModelSampler attribute) m_slope (lczerolens.play.ModelSampler attribute) (lczerolens.play.sampling.ModelSampler attribute) MatMulEpsilon (class in lczerolens.lenses.lrp.rules.epsilon) MatMulEpsilonFunction (class in lczerolens.lenses.lrp.rules.epsilon) merge_results (lczerolens.lenses.composite.CompositeLens attribute) (lczerolens.lenses.CompositeLens attribute) MlhFlow (class in lczerolens.model) model (lczerolens.lenses.sae.buffer.ActivationBuffer attribute) (lczerolens.play.ModelSampler attribute) (lczerolens.play.sampling.ModelSampler attribute) ModelSampler (class in lczerolens.play) (class in lczerolens.play.sampling) module lczerolens lczerolens.backends lczerolens.board lczerolens.concept lczerolens.concepts lczerolens.concepts.material lczerolens.concepts.move lczerolens.concepts.threat lczerolens.constants lczerolens.lens lczerolens.lenses lczerolens.lenses.activation lczerolens.lenses.composite lczerolens.lenses.gradient lczerolens.lenses.lrp lczerolens.lenses.lrp.lens lczerolens.lenses.lrp.rules lczerolens.lenses.lrp.rules.epsilon lczerolens.lenses.patching lczerolens.lenses.probing lczerolens.lenses.probing.lens lczerolens.lenses.probing.probe lczerolens.lenses.sae lczerolens.lenses.sae.buffer lczerolens.model lczerolens.play lczerolens.play.game lczerolens.play.puzzle lczerolens.play.sampling

moves (lczerolens.play.Game attribute) (lczerolens.play.game.Game attribute) (lczerolens.play.Puzzle attribute) (lczerolens.play.puzzle.Puzzle attribute) moves_with_castling_swap() (in module lczerolens.backends) MulticlassConcept (class in lczerolens.concept) MulUniform (class in lczerolens.lenses.lrp.rules.epsilon) MulUniformFunction (class in lczerolens.lenses.lrp.rules.epsilon)

N

n_batches_in_buffer (lczerolens.lenses.sae.buffer.ActivationBuffer attribute) nb_plays (lczerolens.play.Puzzle attribute) (lczerolens.play.puzzle.Puzzle attribute)

NullConcept (class in lczerolens.concept)

O

opening_tags (lczerolens.play.Puzzle attribute) (lczerolens.play.puzzle.Puzzle attribute)

OrBinaryConcept (class in lczerolens.concept)

P

PatchingLens (class in lczerolens.lenses) (class in lczerolens.lenses.patching) pattern (lczerolens.Lens property) (lczerolens.lens.Lens property) piece (lczerolens.concepts.HasPiece attribute) (lczerolens.concepts.HasThreat attribute) (lczerolens.concepts.material.HasPiece attribute) (lczerolens.concepts.move.PieceBestLegalMove attribute) (lczerolens.concepts.PieceBestLegalMove attribute) (lczerolens.concepts.threat.HasThreat attribute) piece_values (lczerolens.concepts.HasMaterialAdvantage attribute), [1] (lczerolens.concepts.material.HasMaterialAdvantage attribute), [1] PieceBestLegalMove (class in lczerolens.concepts) (class in lczerolens.concepts.move) PLANE_NAMES (in module lczerolens.constants) play() (lczerolens.play.sampling.SelfPlay method) policy_flow (lczerolens.concepts.BestLegalMove attribute) (lczerolens.concepts.move.BestLegalMove attribute) (lczerolens.concepts.move.PieceBestLegalMove attribute) (lczerolens.concepts.PieceBestLegalMove attribute) POLICY_INDEX (in module lczerolens.constants)

PolicyFlow (class in lczerolens.model) PolicySampler (class in lczerolens.play) (class in lczerolens.play.sampling) popularity (lczerolens.play.Puzzle attribute) (lczerolens.play.puzzle.Puzzle attribute) predict() (lczerolens.lenses.probing.probe.Probe method) (lczerolens.lenses.probing.probe.SignalCav method) prediction_from_backend() (in module lczerolens.backends) prepare() (lczerolens.Lens method) (lczerolens.lens.Lens method) (lczerolens.lenses.composite.CompositeLens method) (lczerolens.lenses.CompositeLens method) Probe (class in lczerolens.lenses.probing.probe) ProbingLens (class in lczerolens.lenses) (class in lczerolens.lenses.probing) (class in lczerolens.lenses.probing.lens) Puzzle (class in lczerolens.play) (class in lczerolens.play.puzzle) PUZZLE_DATASET_FEATURES (in module lczerolens.play.puzzle) puzzle_id (lczerolens.play.Puzzle attribute) (lczerolens.play.puzzle.Puzzle attribute)

Q

q_threshold (lczerolens.play.ModelSampler attribute) (lczerolens.play.sampling.ModelSampler attribute)

R

RandomSampler (class in lczerolens.play) (class in lczerolens.play.sampling) rating (lczerolens.play.Puzzle attribute) (lczerolens.play.puzzle.Puzzle attribute) rating_deviation (lczerolens.play.Puzzle attribute) (lczerolens.play.puzzle.Puzzle attribute) register() (lczerolens.Flow class method) (lczerolens.Lens class method) (lczerolens.lens.Lens class method) (lczerolens.model.Flow class method)

relative (lczerolens.concepts.HasMaterialAdvantage attribute) (lczerolens.concepts.HasPiece attribute) (lczerolens.concepts.HasThreat attribute) (lczerolens.concepts.material.HasMaterialAdvantage attribute) (lczerolens.concepts.material.HasPiece attribute) (lczerolens.concepts.threat.HasThreat attribute) render_heatmap() (lczerolens.board.LczeroBoard method) (lczerolens.LczeroBoard method)

S

Sampler (class in lczerolens.play) (class in lczerolens.play.sampling) SelfPlay (class in lczerolens.play.sampling)

SignalCav (class in lczerolens.lenses.probing.probe) SoftmaxEpsilonFunction (class in lczerolens.lenses.lrp.rules.epsilon) stabilize() (in module lczerolens.lenses.lrp.rules.epsilon)

T

themes (lczerolens.play.Puzzle attribute) (lczerolens.play.puzzle.Puzzle attribute) to_boards() (lczerolens.play.Game method) (lczerolens.play.game.Game method) to_config_tensor() (lczerolens.board.LczeroBoard method) (lczerolens.LczeroBoard method)

to_input_tensor() (lczerolens.board.LczeroBoard method) (lczerolens.LczeroBoard method) trace() (lczerolens.LczeroModel method) (lczerolens.model.LczeroModel method) train() (lczerolens.lenses.probing.probe.Probe method) (lczerolens.lenses.probing.probe.SignalCav method) train_batch_size (lczerolens.lenses.sae.buffer.ActivationBuffer attribute)

U

use_argmax (lczerolens.play.ModelSampler attribute) (lczerolens.play.sampling.ModelSampler attribute)

use_suboptimal (lczerolens.play.PolicySampler attribute) (lczerolens.play.sampling.PolicySampler attribute)

V

ValueFlow (class in lczerolens.model)

W

WdlFlow (class in lczerolens.model)

white (lczerolens.play.sampling.SelfPlay attribute)