Index

_

__author__ (in module dianna) __call__() (_model_utils.StatementClassifierEUlaw method) (_movie_model.MovieReviewsModelRunner method) (dianna.utils.onnx_runner.SimpleModelRunner method) (dianna.utils.SimpleModelRunner method) __email__ (in module dianna) __enter__() (dianna._logging_utils.LoggingContext method) __exit__() (dianna._logging_utils.LoggingContext method) __version__ (in module dianna) _calculate_distance() (lime_timeseries.LIMETimeseries method) _calculate_max_class_std() (rise_image.RISEImage method) _calculate_mean_class_std() (rise_text.RISEText method) _convert_to_segments() (in module _ts_utils) _create_heatemaps() (in module kernelshap_image) _create_masked_sentences() (rise_text.RISEText method) _determine_number_masked() (in module dianna.utils.maskers) _determine_p_keep() (rise_image.RISEImage method) (rise_text.RISEText method) _determine_vmax() (in module dianna.visualization.image) _draw_segments() (in module dianna.visualization.timeseries) _dtw_distance() (lime_timeseries.LIMETimeseries method) _fix_whitespace() (dianna.utils.tokenizers.SpacyTokenizer method) _generate_masks() (rise_text.RISEText method) _get_explainer() (in module dianna) _get_explanation_values() (lime_image.LIMEImage method) _get_full_preprocess_function() (lime_image.LIMEImage method) (rise_image.RISEImage method) _get_mask_value() (in module dianna.utils.maskers) _get_params() (in module _shared) _get_saliencies() (rise_text.RISEText method) _get_text_color() (in module dianna.visualization.text) _get_top_indices() (in module _shared) _get_top_indices_and_labels() (in module _shared) _image_utils module _is_multivariate (lime_timeseries.LIMETimeseries attribute) _mask_bottom_ratio() (in module dianna.utils.maskers) _mask_image() (kernelshap_image.KERNELSHAPImage method)

_methods_checkboxes() (in module _shared) _model_utils module _models_image module _models_tabular module _models_text module _models_ts module _movie_model module _prepare_image_data() (kernelshap_image.KERNELSHAPImage method) (lime_image.LIMEImage method) (rise_image.RISEImage method) _prepare_input_data_and_model() (rise_image.RISEImage method) _process_plotting_parameters() (in module dianna.visualization.timeseries) _project_grids_to_masks() (in module dianna.utils.maskers) _reshape_result() (rise_text.RISEText static method) _reshape_result_for_single_label() (lime_text.LIMEText static method) _run_kernelshap_image() (in module _models_image) _run_kernelshap_tabular() (in module _models_tabular) _run_lime_image() (in module _models_image) _run_lime_tabular() (in module _models_tabular) _run_lime_text() (in module _models_text) _run_lime_timeseries() (in module _models_ts) _run_rise_image() (in module _models_image) _run_rise_tabular() (in module _models_tabular) _run_rise_text() (in module _models_text) _run_rise_timeseries() (in module _models_ts) _runner() (kernelshap_image.KERNELSHAPImage method) _segment_image() (kernelshap_image.KERNELSHAPImage static method) _set_axis_labels() (rise_image.RISEImage method) _shared module _ts_utils module _upscale() (in module dianna.utils.maskers)

A

add_sidebar_goddess_logo() (in module _shared) add_sidebar_logo() (in module _shared) axis_labels (in module Images) (kernelshap_image.KERNELSHAPImage attribute) (lime_image.LIMEImage attribute) (rise_image.RISEImage attribute)

B

build_markup_for_logo() (in module _shared)

C

choices (in module Images) (in module Tabular) (in module Time_series) classify_texts_eulaw() (in module _model_utils) close (dianna._logging_utils.LoggingContext attribute) colormap (in module Images) (in module Text) (in module Time_series)

colormap_path (in module Images) (in module Text) (in module Time_series) column_spec (in module Images) (in module Tabular) (in module Text) (in module Time_series) convert_tokens_to_string() (dianna.utils.tokenizers.SpacyTokenizer method) (dianna.utils.tokenizers.Tokenizer method)

D

dashboard() (in module dianna.cli) data_directory (in module _shared) (in module Images) (in module Text) (in module Time_series) description_explainer() (in module Images) (in module Tabular) (in module Text) (in module Time_series) dianna module dianna._logging_utils module dianna.cli module dianna.utils module dianna.utils.downloader module dianna.utils.maskers module

dianna.utils.misc module dianna.utils.onnx_runner module dianna.utils.predict module dianna.utils.rise_utils module dianna.utils.tokenizers module dianna.visualization module dianna.visualization.image module dianna.visualization.tabular module dianna.visualization.text module dianna.visualization.timeseries module domain_mapper (lime_timeseries.LIMETimeseries attribute) download() (in module dianna.utils.downloader)

E

explain() (kernelshap_image.KERNELSHAPImage method) (kernelshap_tabular.KERNELSHAPTabular method) (lime_image.LIMEImage method) (lime_tabular.LIMETabular method) (lime_text.LIMEText method) (lime_timeseries.LIMETimeseries method) (rise_image.RISEImage method) (rise_tabular.RISETabular method) (rise_text.RISEText method) (rise_timeseries.RISETimeseries method) explain_image() (in module dianna)

explain_image_dispatcher (in module _models_image) explain_tabular() (in module dianna) explain_tabular_dispatcher (in module _models_tabular) explain_text() (in module dianna) explain_text_dispatcher (in module _models_text) explain_timeseries() (in module dianna) explain_ts_dispatcher (in module _models_ts) explainer (kernelshap_tabular.KERNELSHAPTabular attribute) (lime_image.LIMEImage attribute) (lime_tabular.LIMETabular attribute) (lime_text.LIMEText attribute) (lime_timeseries.LIMETimeseries attribute)

F

feature_names (kernelshap_tabular.KERNELSHAPTabular attribute) feature_res (rise_image.RISEImage attribute) (rise_tabular.RISETabular attribute) (rise_text.RISEText attribute) (rise_timeseries.RISETimeseries attribute)

feature_selection (lime_timeseries.LIMETimeseries attribute) features_eulaw() (in module _model_utils) filename (dianna.utils.onnx_runner.SimpleModelRunner attribute) (dianna.utils.SimpleModelRunner attribute) fill_segmentation() (in module _model_utils)

G

gb (in module Tabular) generate_channel_masks() (in module dianna.utils.maskers) generate_interpolated_float_masks_for_image() (in module dianna.utils.maskers) generate_interpolated_float_masks_for_timeseries() (in module dianna.utils.maskers) generate_tabular_masks() (in module dianna.utils.maskers) generate_time_series_masks() (in module dianna.utils.maskers) generate_time_step_masks() (in module dianna.utils.maskers)

get_base64_of_bin_file() (in module _shared) get_function() (in module dianna.utils) (in module dianna.utils.misc) get_kwargs_applicable_to_function() (in module dianna.utils) (in module dianna.utils.misc) get_tokenizer() (in module dianna.utils.tokenizers) grid_options (in module Tabular) grid_response (in module Tabular)

H

handler (dianna._logging_utils.LoggingContext attribute) highlight_text() (in module dianna.visualization) (in module dianna.visualization.text)

Home module

I

Images module input_type (in module Images) (in module Tabular) (in module Text) (in module Time_series)

K

keep_masked (rise_tabular.RISETabular attribute) keep_masked_data (rise_timeseries.RISETimeseries attribute) keep_masks (rise_tabular.RISETabular attribute) (rise_timeseries.RISETimeseries attribute) keep_predictions (rise_tabular.RISETabular attribute) (rise_timeseries.RISETimeseries attribute) kernelshap_image module

kernelshap_tabular module KERNELSHAPImage (class in kernelshap_image) KERNELSHAPTabular (class in kernelshap_tabular) keys (_movie_model.MovieReviewsModelRunner attribute) kwargs (in module Images) (in module Tabular) (in module Text) (in module Time_series)

L

label_directory (in module _shared) labels (in module Images) (in module Text) (in module Time_series) level (dianna._logging_utils.LoggingContext attribute) lime_image module lime_tabular module lime_text module lime_timeseries module LIMEImage (class in lime_image) LIMETabular (class in lime_tabular) LIMEText (class in lime_text)

LIMETimeseries (class in lime_timeseries) list_available_files() (in module dianna.utils.downloader) load_data() (in module _model_utils) load_example (in module Images), [1] (in module Tabular) (in module Text) (in module Time_series), [1] load_labels() (in module _model_utils) load_model() (in module _model_utils) load_penguins() (in module _model_utils) load_sunshine() (in module _model_utils) load_training_data() (in module _model_utils) locate_channels_axis() (in module dianna.utils) (in module dianna.utils.misc) logger (dianna._logging_utils.LoggingContext attribute) LoggingContext (class in dianna._logging_utils)

M

make_predictions() (in module dianna.utils.predict) mask_data() (in module dianna.utils.maskers) mask_data_tabular() (in module dianna.utils.maskers) mask_token (dianna.utils.tokenizers.Tokenizer attribute) masked (rise_tabular.RISETabular attribute) (rise_timeseries.RISETimeseries attribute) masks (rise_image.RISEImage attribute) (rise_tabular.RISETabular attribute) (rise_text.RISEText attribute) (rise_timeseries.RISETimeseries attribute) MATCH_token_unk_token (dianna.utils.tokenizers.SpacyTokenizer attribute) MATCH_token_unk_white (dianna.utils.tokenizers.SpacyTokenizer attribute) MATCH_white_unk_token (dianna.utils.tokenizers.SpacyTokenizer attribute) max_filter_size (_movie_model.MovieReviewsModelRunner attribute) mode (kernelshap_tabular.KERNELSHAPTabular attribute) (lime_tabular.LIMETabular attribute) (rise_tabular.RISETabular attribute) model (in module Images) (in module Tabular) (in module Time_series) model_directory (in module _shared) model_path (_model_utils.StatementClassifierEUlaw attribute) module _image_utils _model_utils _models_image _models_tabular _models_text _models_ts _movie_model _shared _ts_utils dianna dianna._logging_utils dianna.cli dianna.utils dianna.utils.downloader dianna.utils.maskers dianna.utils.misc dianna.utils.onnx_runner dianna.utils.predict dianna.utils.rise_utils dianna.utils.tokenizers dianna.visualization dianna.visualization.image dianna.visualization.tabular dianna.visualization.text dianna.visualization.timeseries Home Images kernelshap_image kernelshap_tabular lime_image lime_tabular lime_text lime_timeseries rise_image rise_tabular rise_text rise_timeseries Tabular Text Time_series

move_axis() (in module dianna.utils) (in module dianna.utils.misc) MovieReviewsModelRunner (class in _movie_model)

N

n_masks (rise_image.RISEImage attribute) (rise_tabular.RISETabular attribute) (rise_text.RISEText attribute) (rise_timeseries.RISETimeseries attribute)

normalize() (in module dianna.utils.rise_utils) num_features (lime_tabular.LIMETabular attribute)

O

onnx_model_node_loader() (in module dianna.utils) (in module dianna.utils.misc) onnx_to_tf (kernelshap_image.KERNELSHAPImage attribute)

open_image() (in module _image_utils) open_timeseries() (in module _ts_utils) original_data (in module Images)

P

p_keep (rise_image.RISEImage attribute) (rise_tabular.RISETabular attribute) (rise_text.RISEText attribute) (rise_timeseries.RISETimeseries attribute) page_module (in module Home) pages (in module Home) plot_image() (in module dianna.visualization) (in module dianna.visualization.image) plot_tabular() (in module dianna.visualization) (in module dianna.visualization.tabular) plot_timeseries() (in module dianna.visualization) (in module dianna.visualization.timeseries) predict() (in module _models_image) (in module _models_tabular) (in module _models_text) (in module _models_ts) prediction_placeholder (in module Images) (in module Tabular) (in module Text) (in module Time_series)

predictions (rise_image.RISEImage attribute) (rise_tabular.RISETabular attribute) (rise_text.RISEText attribute) (rise_timeseries.RISETimeseries attribute) preprocess_function (dianna.utils.onnx_runner.SimpleModelRunner attribute) (dianna.utils.SimpleModelRunner attribute) (kernelshap_image.KERNELSHAPImage attribute) (lime_image.LIMEImage attribute) (lime_text.LIMEText attribute) (lime_timeseries.LIMETimeseries attribute) (rise_image.RISEImage attribute) (rise_tabular.RISETabular attribute) (rise_text.RISEText attribute) (rise_timeseries.RISETimeseries attribute) preprocess_function() (in module _model_utils) preprocess_img_resnet() (in module _image_utils)

R

reset_example() (in module _shared) reset_method() (in module _shared) rise_image module rise_tabular module rise_text module

rise_timeseries module RISEImage (class in rise_image) RISETabular (class in rise_tabular) RISEText (class in rise_text) RISETimeseries (class in rise_timeseries) run_model (_movie_model.MovieReviewsModelRunner attribute)

S

selected (in module Home) selected_row (in module Tabular) serialized_model (in module Images) (in module Tabular) (in module Time_series)

silent (kernelshap_tabular.KERNELSHAPTabular attribute) SimpleModelRunner (class in dianna.utils) (class in dianna.utils.onnx_runner) spacy_tokenizer (dianna.utils.tokenizers.SpacyTokenizer attribute) SpacyTokenizer (class in dianna.utils.tokenizers) StatementClassifierEUlaw (class in _model_utils)

T

Tabular module tabular_data_file (in module Tabular) Text module text_input (in module Text) Time_series module to_xarray() (in module dianna.utils) (in module dianna.utils.misc)

tokenize() (_movie_model.MovieReviewsModelRunner method) (dianna.utils.tokenizers.SpacyTokenizer method) (dianna.utils.tokenizers.Tokenizer method) tokenizer (_model_utils.StatementClassifierEUlaw attribute) (_movie_model.MovieReviewsModelRunner attribute) Tokenizer (class in dianna.utils.tokenizers) tokenizer (in module _models_text) training_data (rise_tabular.RISETabular attribute)

W

weight (in module Images) (in module Tabular) (in module Text) (in module Time_series)