Index

_

_2d_adaptive() (in module rex_xai.distributions) __1d_parts() (rex_xai.box.BoxInternal method) __2d_parts() (rex_xai.box.BoxInternal method) __3d_parts() (rex_xai.box.BoxInternal method) __batch() (rex_xai.evaluation.Evaluation method) __combinations (in module rex_xai.mutant) __dice() (rex_xai.multi_explanation.MultiExplanation method) __draw_circle() (rex_xai.extraction.Explanation method) __eq__() (rex_xai.box.BoxInternal method) __generate_circle_coordinates() (rex_xai.extraction.Explanation method) __get_shape() (rex_xai.input_data.Data method) __global() (rex_xai.extraction.Explanation method) __group_spectral_parts() (in module rex_xai.visualisation) __hash__() (rex_xai.box.BoxInternal method) __random_location() (rex_xai.multi_explanation.MultiExplanation method) __random_step_from() (rex_xai.multi_explanation.MultiExplanation method) __repr__() (rex_xai.box.BoxInternal method) (rex_xai.config.Args method) (rex_xai.config.CausalArgs method) (rex_xai.extraction.Explanation method) (rex_xai.input_data.Data method) (rex_xai.multi_explanation.MultiExplanation method) (rex_xai.mutant.Mutant method) (rex_xai.prediction.Prediction method) (rex_xai.resp_maps.ResponsibilityMaps method)

__spatial() (rex_xai.extraction.Explanation method) __split_groups() (in module rex_xai.occlusions) __str__() (rex_xai._utils.ReXDataError method) (rex_xai._utils.ReXMapError method) (rex_xai._utils.ReXPathError method) (rex_xai._utils.ReXScriptError method) (rex_xai._utils.ReXTomlError method) __tablename__ (rex_xai.database.DataBaseEntry attribute) __transpose_mask() (in module rex_xai.visualisation) _apply_to_data() (in module rex_xai.mutant) _betabinom2d() (in module rex_xai.distributions) _blend() (in module rex_xai.distributions) _dataframe() (in module rex_xai.database) _explanation() (in module rex_xai.explanation) _guess_mode() (in module rex_xai.input_data) _normalise() (rex_xai.input_data.Data method) _to_numpy() (in module rex_xai.database) _transparent_cmap() (in module rex_xai.visualisation) _xlogx() (in module rex_xai._utils)

A

active (rex_xai.mutant.Mutant attribute) add_boundaries() (in module rex_xai._utils) add_children_to_tree() (rex_xai.box.Box method) add_to_database() (in module rex_xai.database) all (rex_xai.config.Args attribute) alpha (rex_xai.config.Args attribute) analyze (rex_xai.config.Args attribute) analyze() (in module rex_xai.explanation) apply_boundaries_to_image() (in module rex_xai.visualisation)

apply_dict_to_args() (in module rex_xai.config) apply_to_data() (rex_xai.mutant.Mutant method) area() (rex_xai.box.BoxInternal method) (rex_xai.mutant.Mutant method) Args (class in rex_xai.config) args (rex_xai.extraction.Explanation attribute) average_box_size() (in module rex_xai.box) avg_box_size (rex_xai.database.DataBaseEntry attribute) Axes (class in rex_xai.box)

B

background (rex_xai.input_data.Data attribute) Base (class in rex_xai.database) batch_size (rex_xai.config.Args attribute) binary_threshold (rex_xai.config.Args attribute) blank() (rex_xai.extraction.Explanation method)

blend (rex_xai.config.CausalArgs attribute) bounding_box (rex_xai.prediction.Prediction attribute) Box (class in rex_xai.box) box_dimensions() (in module rex_xai.box) boxes_name_and_dimensions() (in module rex_xai.box) BoxInternal (class in rex_xai.box)

C

cache_ok (rex_xai.database.NumpyType attribute) calculate_responsibility() (in module rex_xai.explanation) causal_explanation() (in module rex_xai.responsibility) CausalArgs (class in rex_xai.config) channels (rex_xai.mutant.Mutant attribute) children (rex_xai.box.Box attribute) chunk_size (rex_xai.config.Args attribute) classification (rex_xai.prediction.Prediction attribute) clause_area() (in module rex_xai._utils) cmdargs() (in module rex_xai.config) cmdargs_parser() (in module rex_xai.config) COL (rex_xai.box.Axes attribute) col_start (rex_xai.box.BoxInternal attribute) col_stop (rex_xai.box.BoxInternal attribute)

colour (rex_xai.config.Args attribute) compute_masked_responsibility() (rex_xai.extraction.Explanation method) concentrate (rex_xai.config.CausalArgs attribute) confidence (rex_xai.database.DataBaseEntry attribute) (rex_xai.prediction.Prediction attribute) confidence_filter (rex_xai.config.CausalArgs attribute) config_location (rex_xai.config.Args attribute) (rex_xai.config.CausalArgs attribute) context (rex_xai.input_data.Data attribute) context_occlusion() (in module rex_xai.occlusions) contour_plot() (in module rex_xai.visualisation) contrastive() (rex_xai.multi_explanation.MultiExplanation method) corners() (rex_xai.box.BoxInternal method) counts (rex_xai.resp_maps.ResponsibilityMaps attribute) create_box() (rex_xai.box.BoxInternal method)

D

Data (class in rex_xai.input_data) data (rex_xai.extraction.Explanation attribute) data_location (rex_xai.config.CausalArgs attribute) DataBaseEntry (class in rex_xai.database) db (rex_xai.config.Args attribute) db_to_pandas() (in module rex_xai.database) DEPTH (rex_xai.box.Axes attribute) depth (rex_xai.mutant.Mutant attribute) depth_reached (rex_xai.database.DataBaseEntry attribute) depth_start (rex_xai.box.BoxInternal attribute)

depth_stop (rex_xai.box.BoxInternal attribute) device (rex_xai.input_data.Data attribute) (rex_xai.onnx.OnnxRunner attribute) Distribution (in module rex_xai.distributions) distribution (rex_xai.box.BoxInternal attribute) (rex_xai.config.CausalArgs attribute) (rex_xai.database.DataBaseEntry attribute) distribution_args (rex_xai.box.BoxInternal attribute) (rex_xai.config.CausalArgs attribute) (rex_xai.database.DataBaseEntry attribute)

E

entropy_loss() (rex_xai.evaluation.Evaluation method) Evaluation (class in rex_xai.evaluation) Explanation (class in rex_xai.extraction) explanation (rex_xai.database.DataBaseEntry attribute) (rex_xai.evaluation.Evaluation attribute) (rex_xai.extraction.Explanation attribute) explanation() (in module rex_xai.explanation)

explanation_confidence (rex_xai.database.DataBaseEntry attribute) (rex_xai.extraction.Explanation attribute) explanation_confidences (rex_xai.multi_explanation.MultiExplanation attribute) explanation_shape (rex_xai.database.DataBaseEntry attribute) explanations (rex_xai.multi_explanation.MultiExplanation attribute) extract() (rex_xai.extraction.Explanation method) (rex_xai.multi_explanation.MultiExplanation method)

F

failing (rex_xai.database.DataBaseEntry attribute) ff() (in module rex_xai._utils)

final_mask (rex_xai.extraction.Explanation attribute) find_config_path() (in module rex_xai.config) from_pytorch_tensor() (in module rex_xai.prediction)

G

gen_prediction_function() (rex_xai.onnx.OnnxRunner method) generate_colours() (in module rex_xai.visualisation) generic_image_preprocess() (rex_xai.input_data.Data method) generic_tab_preprocess() (rex_xai.input_data.Data method) get() (rex_xai.resp_maps.ResponsibilityMaps method) get_active_boxes() (rex_xai.mutant.Mutant method) get_all_args() (in module rex_xai.config) get_class() (rex_xai.prediction.Prediction method) get_combinations() (in module rex_xai.mutant)

get_device() (in module rex_xai._utils) get_img_as_array() (in module rex_xai.visualisation) get_length() (rex_xai.mutant.Mutant method) get_map_locations() (in module rex_xai._utils) get_name() (rex_xai.mutant.Mutant method) get_prediction_func_from_args() (in module rex_xai.explanation) get_prediction_function() (in module rex_xai.onnx) gpu (rex_xai.config.Args attribute) grid (rex_xai.config.Args attribute)

H

heatmap (rex_xai.config.Args attribute) heatmap_colours (rex_xai.config.Args attribute)

heatmap_plot() (in module rex_xai.visualisation) (rex_xai.extraction.Explanation method)

I

id (rex_xai.database.DataBaseEntry attribute) impl (rex_xai.database.NumpyType attribute) info (rex_xai.config.Args attribute) initialise_rex_db() (in module rex_xai.database) initialise_tree() (in module rex_xai.box) input (rex_xai.input_data.Data attribute) input_name (rex_xai.onnx.OnnxRunner attribute) input_shape (rex_xai.onnx.OnnxRunner attribute)

insertion_deletion_curve() (rex_xai.evaluation.Evaluation method) insertion_step (rex_xai.config.Args attribute) inter_op_num_threads (rex_xai.config.Args attribute) intra_op_num_threads (rex_xai.config.Args attribute) is_empty() (rex_xai.prediction.Prediction method) is_passing() (rex_xai.prediction.Prediction method) items() (rex_xai.resp_maps.ResponsibilityMaps method) iters (rex_xai.config.CausalArgs attribute) (rex_xai.database.DataBaseEntry attribute)

K

keys() (rex_xai.resp_maps.ResponsibilityMaps method)

L

len() (rex_xai.resp_maps.ResponsibilityMaps method) load_and_preprocess_data() (in module rex_xai.explanation)

load_config() (in module rex_xai.config) load_data() (rex_xai.input_data.Data method) logger (in module rex_xai.logger)

M

main() (in module rex_xai.rex) make_composite_mask() (in module rex_xai.visualisation) maps (rex_xai.resp_maps.ResponsibilityMaps attribute) mark_segments (rex_xai.config.Args attribute) mask (rex_xai.mutant.Mutant attribute) mask_value (rex_xai.config.CausalArgs attribute) (rex_xai.input_data.Data attribute) masking_func (rex_xai.mutant.Mutant attribute) match_data_to_model_shape() (rex_xai.input_data.Data method) match_queue_style() (in module rex_xai.config) match_strategy() (in module rex_xai.config) max_spotlight_budget (rex_xai.config.Args attribute) means (rex_xai.config.Args attribute) merge() (rex_xai.resp_maps.ResponsibilityMaps method) message (rex_xai._utils.ReXDataError attribute) (rex_xai._utils.ReXMapError attribute) (rex_xai._utils.ReXPathError attribute) (rex_xai._utils.ReXScriptError attribute) (rex_xai._utils.ReXTomlError attribute) method (rex_xai.database.DataBaseEntry attribute) min_box_size (rex_xai.config.CausalArgs attribute) min_size (rex_xai.database.DataBaseEntry attribute) minimum_confidence_threshold (rex_xai.config.Args attribute) mode (rex_xai.config.Args attribute) (rex_xai.input_data.Data attribute) (rex_xai.mutant.Mutant attribute) model (rex_xai.config.Args attribute) model_channels (rex_xai.input_data.Data attribute) model_depth (rex_xai.input_data.Data attribute)

model_height (rex_xai.input_data.Data attribute) model_order (rex_xai.input_data.Data attribute) model_shape (rex_xai.input_data.Data attribute) model_width (rex_xai.input_data.Data attribute) module rex_xai rex_xai._utils rex_xai.box rex_xai.config rex_xai.database rex_xai.distributions rex_xai.evaluation rex_xai.explanation rex_xai.extraction rex_xai.input_data rex_xai.logger rex_xai.multi_explanation rex_xai.mutant rex_xai.occlusions rex_xai.onnx rex_xai.prediction rex_xai.resp_maps rex_xai.responsibility rex_xai.rex rex_xai.visualisation multi (rex_xai.database.DataBaseEntry attribute) multi_no (rex_xai.database.DataBaseEntry attribute) multi_style (rex_xai.config.Args attribute) MultiExplanation (class in rex_xai.multi_explanation) Mutant (class in rex_xai.mutant)

N

name (rex_xai.box.BoxInternal attribute) new_map() (rex_xai.resp_maps.ResponsibilityMaps method) no_expansions (rex_xai.config.Args attribute)

norm (rex_xai.config.Args attribute) normalise_curves (rex_xai.config.Args attribute) NumpyType (class in rex_xai.database)

O

obj_function (rex_xai.database.DataBaseEntry attribute) OnnxRunner (class in rex_xai.onnx) order (rex_xai.mutant.Mutant attribute) ort_logger (rex_xai.config.Args attribute)

output (rex_xai.config.Args attribute) output_name (rex_xai.onnx.OnnxRunner attribute) output_shape (rex_xai.onnx.OnnxRunner attribute) overlay_grid() (in module rex_xai.visualisation)

P

parent (rex_xai.box.Box attribute) passing (rex_xai.database.DataBaseEntry attribute) (rex_xai.mutant.Mutant attribute) path (rex_xai.config.Args attribute) (rex_xai.database.DataBaseEntry attribute) permitted_overlap (rex_xai.config.Args attribute) plot_3d() (in module rex_xai.visualisation) plot_curve() (in module rex_xai.visualisation) plot_image_grid() (in module rex_xai.visualisation) powerset() (in module rex_xai._utils) predict_target() (in module rex_xai.explanation) Prediction (class in rex_xai.prediction)

prediction (rex_xai.mutant.Mutant attribute) prediction_func (rex_xai.extraction.Explanation attribute) process_bind_param() (rex_xai.database.NumpyType method) process_cmd_args() (in module rex_xai.config) process_config_dict() (in module rex_xai.config) process_custom_script() (in module rex_xai.config) process_result_value() (rex_xai.database.NumpyType method) processed (rex_xai.config.Args attribute) progress_bar (rex_xai.config.Args attribute) prune() (in module rex_xai.responsibility) Python Enhancement Proposals PEP 484, [1]

Q

Queue (in module rex_xai._utils)

queue_len (rex_xai.config.CausalArgs attribute) queue_style (rex_xai.config.CausalArgs attribute)

R

random_coords() (in module rex_xai.distributions) ratio() (rex_xai.evaluation.Evaluation method) raw (rex_xai.config.Args attribute) read_config_file() (in module rex_xai.config) remove_background() (in module rex_xai.visualisation) resize (rex_xai.config.Args attribute) responsibility (rex_xai.database.DataBaseEntry attribute) responsibility() (rex_xai.resp_maps.ResponsibilityMaps method) responsibility_shape (rex_xai.database.DataBaseEntry attribute) ResponsibilityMaps (class in rex_xai.resp_maps) rex_ascii() (in module rex_xai.config) rex_xai module rex_xai._utils module rex_xai.box module rex_xai.config module rex_xai.database module rex_xai.distributions module rex_xai.evaluation module rex_xai.explanation module rex_xai.extraction module rex_xai.input_data module

rex_xai.logger module rex_xai.multi_explanation module rex_xai.mutant module rex_xai.occlusions module rex_xai.onnx module rex_xai.prediction module rex_xai.resp_maps module rex_xai.responsibility module rex_xai.rex module rex_xai.visualisation module ReXDataError ReXError ReXMapError ReXPathError ReXScriptError ReXTomlError ROW (rex_xai.box.Axes attribute) row_start (rex_xai.box.BoxInternal attribute) row_stop (rex_xai.box.BoxInternal attribute) run_on_cpu() (rex_xai.onnx.OnnxRunner method) run_stats (rex_xai.extraction.Explanation attribute) run_with_data_on_device() (rex_xai.onnx.OnnxRunner method)

S

save() (rex_xai.extraction.Explanation method) (rex_xai.multi_explanation.MultiExplanation method) save_image() (in module rex_xai.visualisation) save_multi_explanation() (in module rex_xai.visualisation) save_mutant() (rex_xai.mutant.Mutant method) script (rex_xai.config.Args attribute) script_location (rex_xai.config.Args attribute) search_limit (rex_xai.config.CausalArgs attribute) (rex_xai.database.DataBaseEntry attribute) search_limit_per_iter (rex_xai.database.DataBaseEntry attribute) seed (rex_xai.config.Args attribute) segmentation (rex_xai.config.CausalArgs attribute) separate_by() (rex_xai.multi_explanation.MultiExplanation method) session (rex_xai.onnx.OnnxRunner attribute) set_active_mask_regions() (rex_xai.mutant.Mutant method) set_boolean_mask_value() (in module rex_xai._utils) set_channels() (rex_xai.input_data.Data method) set_classification() (rex_xai.input_data.Data method) set_height() (rex_xai.input_data.Data method) set_log_level() (in module rex_xai.logger) set_mask_region_to_true() (rex_xai.mutant.Mutant method) set_mask_value() (rex_xai.input_data.Data method) set_static_mask_regions() (rex_xai.mutant.Mutant method) set_to_true() (rex_xai.extraction.Explanation method) set_width() (rex_xai.input_data.Data method) Setup (in module rex_xai.input_data) setup (rex_xai.input_data.Data attribute) (rex_xai.onnx.OnnxRunner attribute) shape (rex_xai.config.Args attribute) (rex_xai.mutant.Mutant attribute) shape() (rex_xai.box.BoxInternal method)

shared_args() (in module rex_xai.config) show() (rex_xai.extraction.Explanation method) (rex_xai.multi_explanation.MultiExplanation method) show_tree() (in module rex_xai.box) spatial_eta (rex_xai.database.DataBaseEntry attribute) spatial_initial_radius (rex_xai.config.Args attribute) spatial_radius (rex_xai.database.DataBaseEntry attribute) spatial_radius_eta (rex_xai.config.Args attribute) SpatialSearch (in module rex_xai._utils) spawn_children() (rex_xai.box.BoxInternal method) spectral_entropy() (rex_xai.evaluation.Evaluation method) spectral_occlusion() (in module rex_xai.occlusions) spectral_plot() (in module rex_xai.visualisation) spotlight_eta (rex_xai.config.Args attribute) (rex_xai.database.DataBaseEntry attribute) spotlight_objective_function (rex_xai.config.Args attribute) spotlight_search() (rex_xai.multi_explanation.MultiExplanation method) spotlight_size (rex_xai.config.Args attribute) (rex_xai.database.DataBaseEntry attribute) spotlight_step (rex_xai.config.Args attribute) spotlights (rex_xai.config.Args attribute) (rex_xai.database.DataBaseEntry attribute) static (rex_xai.mutant.Mutant attribute) stds (rex_xai.config.Args attribute) str2distribution() (in module rex_xai.distributions) Strategy (in module rex_xai._utils) strategy (rex_xai.config.Args attribute) subbox() (in module rex_xai.responsibility) subset() (rex_xai.resp_maps.ResponsibilityMaps method) surface (rex_xai.config.Args attribute) surface_plot() (in module rex_xai.visualisation) (rex_xai.extraction.Explanation method)

T

target (rex_xai.database.DataBaseEntry attribute) (rex_xai.input_data.Data attribute) (rex_xai.prediction.Prediction attribute) target_confidence (rex_xai.prediction.Prediction attribute) target_map (rex_xai.extraction.Explanation attribute)

time (rex_xai.database.DataBaseEntry attribute) total_work (rex_xai.database.DataBaseEntry attribute) tree_depth (rex_xai.config.CausalArgs attribute) (rex_xai.database.DataBaseEntry attribute) try_preprocess() (in module rex_xai.explanation) try_unsqueeze() (rex_xai.input_data.Data method)

U

update_database() (in module rex_xai.database) update_depth_reached() (in module rex_xai.responsibility)

update_maps() (rex_xai.resp_maps.ResponsibilityMaps method) update_name() (rex_xai.box.BoxInternal method) update_status() (rex_xai.mutant.Mutant method)

V

validate_args() (in module rex_xai.config) validate_numeric_arg_more_than() (in module rex_xai.config) validate_numeric_arg_within_bounds() (in module rex_xai.config)

verbosity (rex_xai.config.Args attribute) version() (in module rex_xai._utils) voxel_plot() (in module rex_xai.visualisation)

W

weighted (rex_xai.config.CausalArgs attribute)

X

xlogx() (in module rex_xai._utils)