dianna
latest
Contents:
How to use DIANNA
Why DIANNA?
Current and planned DIANNA developments
Contributing guidelines
Developer documentation for the DIANNA project
Contributor Covenant Code of Conduct
Examples
General demo of using dianna
Model Interpretation using KernelSHAP for weather prediction regressor
Model Interpretation for Pretrained Binary MNIST Model using KernelSHAP
Model Interpretation for Pretrained Model to Recognize Geometric Shapes using KernelSHAP
Interpreting a leaf identification model with LIME
Model Interpretation using LIME for penguin dataset classifier
Interpreting a weather classification model with LIME
Model Interpretation for Pretrained ImageNet Model using RISE
Interpreting a movie review sentiment model with RISE
Model interpretation using RISE for astronomical timeseries data
API Reference
dianna
Index
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Index
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Symbols
1_Images
module
2_Text
module
3_Time_series
module
_
__author__ (in module dianna)
__call__() (_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_method_params() (in module _shared)
_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
_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_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_lime_image() (in module _models_image)
_run_lime_text() (in module _models_text)
_run_lime_timeseries() (in module _models_ts)
_run_rise_image() (in module _models_image)
_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_logo() (in module _shared)
axis_labels (in module 1_Images)
B
build_markup_for_logo() (in module _shared)
C
choices (in module 1_Images)
(in module 2_Text)
(in module 3_Time_series)
column_spec (in module 1_Images)
(in module 2_Text)
(in module 3_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)
dianna
module
dianna._logging_utils
module
dianna.cli
module
dianna.utils
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
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_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_text() (in module dianna)
explain_text_dispatcher (in module _models_text)
explain_timeseries() (in module dianna)
explain_ts_dispatcher (in module _models_ts)
F
fill_segmentation() (in module _model_utils)
G
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_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)
H
highlight_text() (in module dianna.visualization)
(in module dianna.visualization.text)
Home
module
I
image_file (in module 1_Images)
,
[1]
image_label_file (in module 1_Images)
image_model_file (in module 1_Images)
K
kernelshap_image
module
kernelshap_tabular
module
KERNELSHAPImage (class in kernelshap_image)
KERNELSHAPTabular (class in kernelshap_tabular)
kwargs (in module 1_Images)
(in module 2_Text)
(in module 3_Time_series)
L
label_directory (in module _shared)
labels (in module 1_Images)
(in module 2_Text)
(in module 3_Time_series)
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)
load_example (in module 1_Images)
(in module 2_Text)
(in module 3_Time_series)
load_labels() (in module _model_utils)
load_model() (in module _model_utils)
locate_channels_axis() (in module dianna.utils)
(in module dianna.utils.misc)
LoggingContext (class in dianna._logging_utils)
M
make_predictions() (in module dianna.utils.predict)
mask_data() (in module dianna.utils.maskers)
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)
method_params (in module 1_Images)
(in module 2_Text)
(in module 3_Time_series)
methods (in module 1_Images)
(in module 2_Text)
(in module 3_Time_series)
model (in module 1_Images)
(in module 2_Text)
(in module 3_Time_series)
model_directory (in module _shared)
model_runner (in module 2_Text)
module
1_Images
2_Text
3_Time_series
_image_utils
_model_utils
_models_image
_models_text
_models_ts
_movie_model
_shared
_ts_utils
dianna
dianna._logging_utils
dianna.cli
dianna.utils
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
kernelshap_image
kernelshap_tabular
lime_image
lime_tabular
lime_text
lime_timeseries
rise_image
rise_text
rise_timeseries
move_axis() (in module dianna.utils)
(in module dianna.utils.misc)
MovieReviewsModelRunner (class in _movie_model)
N
normalize() (in module dianna.utils.rise_utils)
O
onnx_model_node_loader() (in module dianna.utils)
(in module dianna.utils.misc)
open_image() (in module _image_utils)
open_timeseries() (in module _ts_utils)
original_data (in module 1_Images)
P
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_text)
(in module _models_ts)
predictions (in module 1_Images)
(in module 2_Text)
(in module 3_Time_series)
preprocess_function() (in module _model_utils)
preprocess_img_resnet() (in module _image_utils)
R
rise_image
module
rise_text
module
rise_timeseries
module
RISEImage (class in rise_image)
RISEText (class in rise_text)
RISETimeseries (class in rise_timeseries)
S
serialized_model (in module 1_Images)
(in module 2_Text)
(in module 3_Time_series)
SimpleModelRunner (class in dianna.utils)
(class in dianna.utils.onnx_runner)
SpacyTokenizer (class in dianna.utils.tokenizers)
T
text_input (in module 2_Text)
,
[1]
text_label_file (in module 2_Text)
text_model_file (in module 2_Text)
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 (class in dianna.utils.tokenizers)
tokenizer (in module _models_text)
ts_data (in module 3_Time_series)
ts_file (in module 3_Time_series)
,
[1]
ts_label_file (in module 3_Time_series)
ts_model_file (in module 3_Time_series)
W
weight (in module 1_Images)
(in module 2_Text)
(in module 3_Time_series)
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