v0.6.0
Overview
Getting Started
Algorithm overview
Saving and loading
Roadmap
Methods
Accumulated Local Effects
Anchors
Contrastive Explanation Method
Counterfactual Instances
Counterfactuals Guided by Prototypes
Integrated Gradients
Kernel SHAP
Measuring the linearity of machine learning models
Trust Scores
Tree SHAP
Examples
Accumulated Local Effects for predicting house prices
Accumulated Local Effects for classifying flowers
Anchor explanations for income prediction
Anchor explanations on the Iris dataset
Anchor explanations for movie sentiment
Anchor explanations for ImageNet
Anchor explanations for fashion MNIST
Contrastive Explanations Method (CEM) applied to MNIST
Contrastive Explanations Method (CEM) applied to Iris dataset
Counterfactual instances on MNIST
Counterfactuals guided by prototypes on MNIST
Counterfactuals guided by prototypes on Boston housing dataset
Counterfactual explanations with one-hot encoded categorical variables
Counterfactual explanations with ordinally encoded categorical variables
Kernel SHAP explanation for SVM models
Kernel SHAP explanation for multinomial logistic regression models
Handling categorical variables with KernelSHAP
KernelSHAP: combining preprocessor and predictor
Distributed KernelSHAP
Linearity measure applied to Iris
Linearity measure applied to fashion MNIST
Trust Scores applied to Iris
Trust Scores applied to MNIST
Explaining Tree Models with Interventional Feature Perturbation Tree SHAP
Explaining Tree Models with Path-Dependent Feature Perturbation Tree SHAP
Integrated gradients for a ResNet model trained on Imagenet dataset
Integrated gradients for MNIST
Integrated gradients for text classification on the IMDB dataset
Integrated gradients for transformers models
API reference
API reference
Alibi
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Index
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Index
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__attrs_post_init__() (alibi.api.interfaces.Explanation method)
__call__() (alibi.explainers.anchor_tabular.RemoteSampler method)
(alibi.explainers.anchor_tabular.TabularSampler method)
(alibi.explainers.anchor_text.LanguageModelSampler method)
(alibi.explainers.anchor_text.SimilaritySampler method)
(alibi.explainers.anchor_text.UnknownSampler method)
__getattr__() (alibi.utils.distributed.DistributedExplainer method)
(alibi.utils.distributed.PoolCollection method)
__getitem__() (alibi.api.interfaces.Explanation method)
__init__() (alibi.confidence.LinearityMeasure method)
(alibi.confidence.model_linearity.LinearityMeasure method)
(alibi.confidence.TrustScore method)
(alibi.confidence.trustscore.TrustScore method)
(alibi.explainers.ALE method)
(alibi.explainers.ale.ALE method)
(alibi.explainers.anchor_base.AnchorBaseBeam method)
(alibi.explainers.anchor_explanation.AnchorExplanation method)
(alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.anchor_tabular.AnchorTabular method)
(alibi.explainers.anchor_tabular.TabularSampler method)
(alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.anchor_text.LanguageModelSampler method)
(alibi.explainers.anchor_text.Neighbors method)
(alibi.explainers.anchor_text.SimilaritySampler method)
(alibi.explainers.anchor_text.UnknownSampler method)
(alibi.explainers.AnchorImage method)
(alibi.explainers.AnchorTabular method)
(alibi.explainers.AnchorText method)
(alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactual method)
(alibi.explainers.counterfactual.CounterFactual method)
(alibi.explainers.CounterFactualProto method)
(alibi.explainers.integrated_gradients.IntegratedGradients method)
(alibi.explainers.IntegratedGradients method)
(alibi.explainers.KernelShap method)
(alibi.explainers.shap_wrappers.KernelExplainerWrapper method)
(alibi.explainers.shap_wrappers.KernelShap method)
(alibi.explainers.shap_wrappers.TreeShap method)
(alibi.explainers.TreeShap method)
(alibi.tests.utils.MockPredictor method)
(alibi.utils.discretizer.Discretizer method)
(alibi.utils.distributed.ActorPool method)
(alibi.utils.distributed.DistributedExplainer method)
(alibi.utils.distributed.PoolCollection method)
(alibi.utils.lang_model.BertBaseUncased method)
(alibi.utils.lang_model.DistilbertBaseUncased method)
(alibi.utils.lang_model.LanguageModel method)
(alibi.utils.lang_model.RobertaBase method)
A
abdm() (in module alibi.utils.distance)
actor_index() (alibi.utils.distributed.DistributedExplainer property)
ActorPool (class in alibi.utils.distributed)
adaptive_grid() (in module alibi.explainers.ale)
add_names_to_exp() (alibi.explainers.anchor_tabular.AnchorTabular method)
(alibi.explainers.AnchorTabular method)
ALE (class in alibi.explainers)
(class in alibi.explainers.ale)
ale_num() (in module alibi.explainers.ale)
alibi (module)
alibi.api (module)
alibi.api.defaults (module)
alibi.api.interfaces (module)
alibi.confidence (module)
alibi.confidence.model_linearity (module)
alibi.confidence.trustscore (module)
alibi.datasets (module)
alibi.explainers (module)
alibi.explainers.ale (module)
alibi.explainers.anchor_base (module)
alibi.explainers.anchor_explanation (module)
alibi.explainers.anchor_image (module)
alibi.explainers.anchor_tabular (module)
alibi.explainers.anchor_text (module)
alibi.explainers.cem (module)
alibi.explainers.cfproto (module)
alibi.explainers.counterfactual (module)
alibi.explainers.integrated_gradients (module)
alibi.explainers.shap_wrappers (module)
alibi.saving (module)
alibi.tests (module)
alibi.tests.utils (module)
alibi.utils (module)
alibi.utils.approximation_methods (module)
alibi.utils.data (module)
alibi.utils.discretizer (module)
alibi.utils.distance (module)
alibi.utils.distributed (module)
alibi.utils.distributions (module)
alibi.utils.download (module)
alibi.utils.gradients (module)
alibi.utils.lang_model (module)
alibi.utils.mapping (module)
alibi.utils.tf (module)
alibi.utils.wrappers (module)
alibi.version (module)
AlibiPrettyPrinter (class in alibi.api.interfaces)
anchor_beam() (alibi.explainers.anchor_base.AnchorBaseBeam method)
AnchorBaseBeam (class in alibi.explainers.anchor_base)
AnchorExplanation (class in alibi.explainers.anchor_explanation)
AnchorImage (class in alibi.explainers)
(class in alibi.explainers.anchor_image)
AnchorTabular (class in alibi.explainers)
(class in alibi.explainers.anchor_tabular)
AnchorText (class in alibi.explainers)
(class in alibi.explainers.anchor_text)
AnchorTextSampler (class in alibi.explainers.anchor_text)
approximation_parameters() (in module alibi.utils.approximation_methods)
argmax_grad() (in module alibi.utils.tf)
ArgmaxTransformer (class in alibi.utils.wrappers)
argmin_grad() (in module alibi.utils.tf)
assert_message_in_logs() (in module alibi.tests.utils)
attack() (alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactualProto method)
B
batch() (in module alibi.utils.distributed)
BertBaseUncased (class in alibi.utils.lang_model)
bins() (alibi.utils.discretizer.Discretizer method)
bisect_fun() (in module alibi.explainers.ale)
build_explanation() (alibi.explainers.ALE method)
(alibi.explainers.ale.ALE method)
(alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.anchor_tabular.AnchorTabular method)
(alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.AnchorImage method)
(alibi.explainers.AnchorTabular method)
(alibi.explainers.AnchorText method)
(alibi.explainers.integrated_gradients.IntegratedGradients method)
(alibi.explainers.IntegratedGradients method)
(alibi.explainers.KernelShap method)
(alibi.explainers.shap_wrappers.KernelShap method)
(alibi.explainers.shap_wrappers.TreeShap method)
(alibi.explainers.TreeShap method)
build_lookups() (alibi.explainers.anchor_tabular.RemoteSampler method)
(alibi.explainers.anchor_tabular.TabularSampler method)
Bunch (class in alibi.utils.data)
C
CEM (class in alibi.explainers)
(class in alibi.explainers.cem)
check_ray() (in module alibi.utils.distributed)
cityblock_batch() (in module alibi.utils.distance)
CLASS_SAMPLER (alibi.explainers.anchor_text.AnchorText attribute)
(alibi.explainers.AnchorText attribute)
compare_labels() (alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.anchor_tabular.TabularSampler method)
(alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.AnchorImage method)
(alibi.explainers.AnchorText method)
compute_beta() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
concatenate_minibatches() (in module alibi.utils.distributed)
CounterFactual (class in alibi.explainers)
(class in alibi.explainers.counterfactual)
CounterFactualProto (class in alibi.explainers)
(class in alibi.explainers.cfproto)
coverage() (alibi.explainers.anchor_explanation.AnchorExplanation method)
create_explainer_handles() (alibi.utils.distributed.PoolCollection static method)
create_mask() (alibi.explainers.anchor_text.LanguageModelSampler method)
create_parallel_pool() (alibi.utils.distributed.DistributedExplainer method)
D
default() (alibi.saving.NumpyEncoder method)
DEFAULT_DATA_ALE (in module alibi.api.defaults)
DEFAULT_DATA_ANCHOR (in module alibi.api.defaults)
DEFAULT_DATA_ANCHOR_IMG (in module alibi.api.defaults)
DEFAULT_DATA_CEM (in module alibi.api.defaults)
DEFAULT_DATA_CF (in module alibi.api.defaults)
DEFAULT_DATA_CFP (in module alibi.api.defaults)
DEFAULT_DATA_INTGRAD (in module alibi.api.defaults)
DEFAULT_DATA_KERNEL_SHAP (in module alibi.api.defaults)
DEFAULT_DATA_TREE_SHAP (in module alibi.api.defaults)
default_meta() (in module alibi.api.interfaces)
DEFAULT_META_ALE (in module alibi.api.defaults)
DEFAULT_META_ANCHOR (in module alibi.api.defaults)
DEFAULT_META_CEM (in module alibi.api.defaults)
DEFAULT_META_CF (in module alibi.api.defaults)
DEFAULT_META_CFP (in module alibi.api.defaults)
DEFAULT_META_INTGRAD (in module alibi.api.defaults)
DEFAULT_META_KERNEL_SHAP (in module alibi.api.defaults)
DEFAULT_META_TREE_SHAP (in module alibi.api.defaults)
DEFAULT_SAMPLING_LANGUAGE_MODEL (in module alibi.explainers.anchor_text)
DEFAULT_SAMPLING_SIMILARITY (in module alibi.explainers.anchor_text)
DEFAULT_SAMPLING_UNKNOWN (in module alibi.explainers.anchor_text)
default_target_fcn() (in module alibi.utils.distributed)
DEFAULTS (alibi.explainers.anchor_text.AnchorText attribute)
(alibi.explainers.AnchorText attribute)
deferred_init() (alibi.explainers.anchor_tabular.TabularSampler method)
discretize() (alibi.utils.discretizer.Discretizer method)
Discretizer (class in alibi.utils.discretizer)
DistilbertBaseUncased (class in alibi.utils.lang_model)
DISTRIBUTED_OPTS (in module alibi.explainers.shap_wrappers)
DistributedAnchorBaseBeam (class in alibi.explainers.anchor_base)
DistributedAnchorTabular (class in alibi.explainers)
(class in alibi.explainers.anchor_tabular)
DistributedExplainer (class in alibi.utils.distributed)
dlow_bernoulli() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
draw_samples() (alibi.explainers.anchor_base.AnchorBaseBeam method)
(alibi.explainers.anchor_base.DistributedAnchorBaseBeam method)
dup_bernoulli() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
E
examples() (alibi.explainers.anchor_explanation.AnchorExplanation method)
explain() (alibi.api.interfaces.Explainer method)
(alibi.explainers.ALE method)
(alibi.explainers.ale.ALE method)
(alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.anchor_tabular.AnchorTabular method)
(alibi.explainers.anchor_tabular.DistributedAnchorTabular method)
(alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.AnchorImage method)
(alibi.explainers.AnchorTabular method)
(alibi.explainers.AnchorText method)
(alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactual method)
(alibi.explainers.counterfactual.CounterFactual method)
(alibi.explainers.CounterFactualProto method)
(alibi.explainers.DistributedAnchorTabular method)
(alibi.explainers.integrated_gradients.IntegratedGradients method)
(alibi.explainers.IntegratedGradients method)
(alibi.explainers.KernelShap method)
(alibi.explainers.shap_wrappers.KernelShap method)
(alibi.explainers.shap_wrappers.TreeShap method)
(alibi.explainers.TreeShap method)
Explainer (class in alibi.api.interfaces)
Explanation (class in alibi.api.interfaces)
F
features() (alibi.explainers.anchor_explanation.AnchorExplanation method)
fetch_adult() (in module alibi.datasets)
fetch_fashion_mnist() (in module alibi.datasets)
fetch_imagenet() (in module alibi.datasets)
fetch_movie_sentiment() (in module alibi.datasets)
fill_mask() (alibi.explainers.anchor_text.LanguageModelSampler method)
FILLING_AUTOREGRESSIVE (alibi.explainers.anchor_text.LanguageModelSampler attribute)
FILLING_PARALLEL (alibi.explainers.anchor_text.LanguageModelSampler attribute)
filter_by_distance_knn() (alibi.confidence.TrustScore method)
(alibi.confidence.trustscore.TrustScore method)
filter_by_probability_knn() (alibi.confidence.TrustScore method)
(alibi.confidence.trustscore.TrustScore method)
find_similar_words() (alibi.explainers.anchor_text.SimilaritySampler method)
fit() (alibi.api.interfaces.FitMixin method)
(alibi.confidence.LinearityMeasure method)
(alibi.confidence.model_linearity.LinearityMeasure method)
(alibi.confidence.TrustScore method)
(alibi.confidence.trustscore.TrustScore method)
(alibi.explainers.anchor_tabular.AnchorTabular method)
(alibi.explainers.anchor_tabular.DistributedAnchorTabular method)
(alibi.explainers.AnchorTabular method)
(alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactual method)
(alibi.explainers.counterfactual.CounterFactual method)
(alibi.explainers.CounterFactualProto method)
(alibi.explainers.DistributedAnchorTabular method)
(alibi.explainers.KernelShap method)
(alibi.explainers.shap_wrappers.KernelShap method)
(alibi.explainers.shap_wrappers.TreeShap method)
(alibi.explainers.TreeShap method)
FitMixin (class in alibi.api.interfaces)
from_disk() (alibi.utils.lang_model.LanguageModel method)
from_json() (alibi.api.interfaces.Explanation class method)
G
gauss_legendre_builders() (in module alibi.utils.approximation_methods)
gen_category_map() (in module alibi.utils.data)
generate_superpixels() (alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.AnchorImage method)
get_anchor_metadata() (alibi.explainers.anchor_base.AnchorBaseBeam method)
get_explanation() (alibi.explainers.shap_wrappers.KernelExplainerWrapper method)
(alibi.utils.distributed.DistributedExplainer method)
(alibi.utils.distributed.PoolCollection method)
get_features_index() (alibi.explainers.anchor_tabular.TabularSampler method)
get_gradients() (alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactualProto method)
get_init_stats() (alibi.explainers.anchor_base.AnchorBaseBeam method)
get_next() (alibi.utils.distributed.ActorPool method)
get_next_unordered() (alibi.utils.distributed.ActorPool method)
get_percentiles() (alibi.utils.discretizer.Discretizer static method)
get_quantiles() (in module alibi.explainers.ale)
get_sample_ids() (alibi.explainers.anchor_text.LanguageModelSampler method)
H
handle_unk_features() (alibi.explainers.anchor_tabular.TabularSampler method)
has_next() (alibi.utils.distributed.ActorPool method)
head_tail_split() (alibi.utils.lang_model.LanguageModel method)
I
IntegratedGradients (class in alibi.explainers)
(class in alibi.explainers.integrated_gradients)
invert_permutation() (in module alibi.utils.distributed)
is_punctuation() (alibi.utils.lang_model.LanguageModel method)
is_stop_word() (alibi.utils.lang_model.LanguageModel method)
is_subword_prefix() (alibi.utils.lang_model.BertBaseUncased method)
(alibi.utils.lang_model.DistilbertBaseUncased method)
(alibi.utils.lang_model.LanguageModel method)
(alibi.utils.lang_model.RobertaBase method)
issorted() (in module alibi.tests.utils)
K
KERNEL_SHAP_PARAMS (in module alibi.api.defaults)
KernelExplainerWrapper (class in alibi.explainers.shap_wrappers)
KernelShap (class in alibi.explainers)
(class in alibi.explainers.shap_wrappers)
kl_bernoulli() (in module alibi.utils.distributions)
kllucb() (alibi.explainers.anchor_base.AnchorBaseBeam method)
L
LanguageModel (class in alibi.utils.lang_model)
LanguageModelSampler (class in alibi.explainers.anchor_text)
left (alibi.utils.approximation_methods.Riemann attribute)
linearity_measure() (in module alibi.confidence)
(in module alibi.confidence.model_linearity)
LinearityMeasure (class in alibi.confidence)
(class in alibi.confidence.model_linearity)
load() (alibi.api.interfaces.Explainer class method)
load_cats() (in module alibi.datasets)
load_explainer() (in module alibi.saving)
loss_fn() (alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactualProto method)
M
map() (alibi.utils.distributed.ActorPool method)
map_unordered() (alibi.utils.distributed.ActorPool method)
mask() (alibi.utils.lang_model.BertBaseUncased property)
(alibi.utils.lang_model.DistilbertBaseUncased property)
(alibi.utils.lang_model.LanguageModel property)
(alibi.utils.lang_model.RobertaBase property)
mask_id() (alibi.utils.lang_model.LanguageModel property)
max_num_tokens() (alibi.utils.lang_model.LanguageModel property)
methdispatch() (in module alibi.utils.wrappers)
middle (alibi.utils.approximation_methods.Riemann attribute)
minimum_satisfied() (in module alibi.explainers.ale)
MockPredictor (class in alibi.tests.utils)
multidim_scaling() (in module alibi.utils.distance)
mvdm() (in module alibi.utils.distance)
N
names() (alibi.explainers.anchor_explanation.AnchorExplanation method)
Neighbors (class in alibi.explainers.anchor_text)
neighbors() (alibi.explainers.anchor_text.Neighbors method)
not_raises() (in module alibi.tests.utils)
num_grad_batch() (in module alibi.utils.gradients)
num_to_ord() (in module alibi.utils.mapping)
NumpyEncoder (class in alibi.saving)
O
ohe_to_ord() (in module alibi.utils.mapping)
ohe_to_ord_shape() (in module alibi.utils.mapping)
one_hot_grad() (in module alibi.utils.tf)
ord_to_num() (in module alibi.utils.mapping)
ord_to_ohe() (in module alibi.utils.mapping)
order_result() (in module alibi.utils.distributed)
overlay_mask() (alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.AnchorImage method)
P
perturb() (alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(in module alibi.utils.gradients)
perturb_sentence() (alibi.explainers.anchor_text.LanguageModelSampler method)
perturb_sentence_similarity() (alibi.explainers.anchor_text.SimilaritySampler method)
perturbation() (alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.anchor_tabular.TabularSampler method)
(alibi.explainers.AnchorImage method)
plot_ale() (in module alibi.explainers)
(in module alibi.explainers.ale)
PoolCollection (class in alibi.utils.distributed)
precision() (alibi.explainers.anchor_explanation.AnchorExplanation method)
predict() (alibi.tests.utils.MockPredictor method)
predict_batch_lm() (alibi.utils.lang_model.LanguageModel method)
Predictor (class in alibi.utils.wrappers)
predictor() (alibi.explainers.anchor_tabular.AnchorTabular property)
(alibi.explainers.AnchorTabular property)
propose_anchors() (alibi.explainers.anchor_base.AnchorBaseBeam method)
R
rank_by_importance() (in module alibi.explainers.shap_wrappers)
remote_explainer_index() (alibi.utils.distributed.PoolCollection property)
RemoteSampler (class in alibi.explainers.anchor_tabular)
replace_features() (alibi.explainers.anchor_tabular.TabularSampler method)
reset_predictor() (alibi.api.interfaces.Explainer method)
(alibi.explainers.ALE method)
(alibi.explainers.ale.ALE method)
(alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.anchor_tabular.AnchorTabular method)
(alibi.explainers.anchor_tabular.DistributedAnchorTabular method)
(alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.AnchorImage method)
(alibi.explainers.AnchorTabular method)
(alibi.explainers.AnchorText method)
(alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactual method)
(alibi.explainers.counterfactual.CounterFactual method)
(alibi.explainers.CounterFactualProto method)
(alibi.explainers.DistributedAnchorTabular method)
(alibi.explainers.integrated_gradients.IntegratedGradients method)
(alibi.explainers.IntegratedGradients method)
(alibi.explainers.KernelShap method)
(alibi.explainers.shap_wrappers.KernelShap method)
(alibi.explainers.shap_wrappers.TreeShap method)
(alibi.explainers.TreeShap method)
ResourceError
return_attribute() (alibi.explainers.shap_wrappers.KernelExplainerWrapper method)
(alibi.utils.distributed.DistributedExplainer method)
Riemann (class in alibi.utils.approximation_methods)
riemann_builders() (in module alibi.utils.approximation_methods)
right (alibi.utils.approximation_methods.Riemann attribute)
RobertaBase (class in alibi.utils.lang_model)
round_grad() (in module alibi.utils.tf)
S
sampler() (alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.AnchorImage method)
(alibi.explainers.AnchorText method)
SAMPLING_LANGUAGE_MODEL (alibi.explainers.anchor_text.AnchorText attribute)
(alibi.explainers.AnchorText attribute)
SAMPLING_SIMILARITY (alibi.explainers.anchor_text.AnchorText attribute)
(alibi.explainers.AnchorText attribute)
SAMPLING_UNKNOWN (alibi.explainers.anchor_text.AnchorText attribute)
(alibi.explainers.AnchorText attribute)
save() (alibi.api.interfaces.Explainer method)
save_explainer() (in module alibi.saving)
score() (alibi.confidence.LinearityMeasure method)
(alibi.confidence.model_linearity.LinearityMeasure method)
(alibi.confidence.TrustScore method)
(alibi.confidence.trustscore.TrustScore method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactualProto method)
select_critical_arms() (alibi.explainers.anchor_base.AnchorBaseBeam method)
select_word() (alibi.utils.lang_model.LanguageModel method)
set_actor_index() (alibi.utils.distributed.DistributedExplainer method)
set_data_type() (alibi.explainers.anchor_text.LanguageModelSampler method)
(alibi.explainers.anchor_text.SimilaritySampler method)
(alibi.explainers.anchor_text.UnknownSampler method)
set_instance_label() (alibi.explainers.anchor_tabular.RemoteSampler method)
(alibi.explainers.anchor_tabular.TabularSampler method)
set_n_covered() (alibi.explainers.anchor_tabular.RemoteSampler method)
(alibi.explainers.anchor_tabular.TabularSampler method)
set_text() (alibi.explainers.anchor_text.AnchorTextSampler method)
(alibi.explainers.anchor_text.LanguageModelSampler method)
(alibi.explainers.anchor_text.SimilaritySampler method)
(alibi.explainers.anchor_text.UnknownSampler method)
SimilaritySampler (class in alibi.explainers.anchor_text)
spacy_model() (in module alibi.utils.download)
submit() (alibi.utils.distributed.ActorPool method)
SUBWORD_PREFIX (alibi.utils.lang_model.BertBaseUncased attribute)
(alibi.utils.lang_model.DistilbertBaseUncased attribute)
(alibi.utils.lang_model.LanguageModel attribute)
(alibi.utils.lang_model.RobertaBase attribute)
sum_categories() (in module alibi.explainers.shap_wrappers)
T
TabularSampler (class in alibi.explainers.anchor_tabular)
to_disk() (alibi.utils.lang_model.LanguageModel method)
to_json() (alibi.api.interfaces.Explanation method)
to_sample() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
trapezoid (alibi.utils.approximation_methods.Riemann attribute)
TREE_SHAP_PARAMS (in module alibi.api.defaults)
TreeShap (class in alibi.explainers)
(class in alibi.explainers.shap_wrappers)
TrustScore (class in alibi.confidence)
(class in alibi.confidence.trustscore)
U
UNK (alibi.explainers.anchor_text.UnknownSampler attribute)
UnknownSampler (class in alibi.explainers.anchor_text)
update_state() (alibi.explainers.anchor_base.AnchorBaseBeam method)
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alexcoca-kernelshap
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