interpret-community
v0.20.0
API Reference
interpret-community
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Index
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A
add_explain_global_method() (in module interpret_community.common.aggregate)
add_from_get_model_summary() (interpret_community.common.model_summary.ModelSummary method)
(interpret_community.common.ModelSummary method)
add_prepare_function_and_summary_method() (in module interpret_community.common.blackbox_explainer)
ALLOW_ALL_TRANSFORMATIONS (interpret_community.common.constants.MimicSerializationConstants attribute)
allow_eval_sampling (interpret_community.common.policy.SamplingPolicy attribute)
apply_indexer() (interpret_community.dataset.dataset_wrapper.DatasetWrapper method)
apply_one_hot_encoder() (interpret_community.dataset.dataset_wrapper.DatasetWrapper method)
apply_timestamp_featurizer() (interpret_community.dataset.dataset_wrapper.DatasetWrapper method)
Attributes (class in interpret_community.common.constants)
augment_data() (interpret_community.dataset.dataset_wrapper.DatasetWrapper method)
AUTO (interpret_community.common.constants.Defaults attribute)
available_explanations (interpret_community.lime.lime_explainer.LIMEExplainer attribute)
(interpret_community.TabularExplainer attribute)
(interpret_community.lime.LIMEExplainer attribute)
(interpret_community.mimic.MimicExplainer attribute)
(interpret_community.mimic.mimic_explainer.MimicExplainer attribute)
(interpret_community.mimic.models.DecisionTreeExplainableModel attribute)
(interpret_community.mimic.models.LGBMExplainableModel attribute)
(interpret_community.mimic.models.LinearExplainableModel attribute)
(interpret_community.mimic.models.SGDExplainableModel attribute)
(interpret_community.mimic.models.lightgbm_model.LGBMExplainableModel attribute)
(interpret_community.mimic.models.linear_model.LinearExplainableModel attribute)
(interpret_community.mimic.models.linear_model.SGDExplainableModel attribute)
(interpret_community.mimic.models.tree_model.DecisionTreeExplainableModel attribute)
(interpret_community.permutation.PFIExplainer attribute)
(interpret_community.permutation.permutation_importance.PFIExplainer attribute)
(interpret_community.shap.DeepExplainer attribute)
(interpret_community.shap.GPUKernelExplainer attribute)
(interpret_community.shap.KernelExplainer attribute)
(interpret_community.shap.LinearExplainer attribute)
(interpret_community.shap.TreeExplainer attribute)
(interpret_community.shap.deep_explainer.DeepExplainer attribute)
(interpret_community.shap.gpu_kernel_explainer.GPUKernelExplainer attribute)
(interpret_community.shap.kernel_explainer.KernelExplainer attribute)
(interpret_community.shap.linear_explainer.LinearExplainer attribute)
(interpret_community.shap.tree_explainer.TreeExplainer attribute)
(interpret_community.tabular_explainer.TabularExplainer attribute)
AVERAGE_PRECISION_SCORE (interpret_community.permutation.metric_constants.MetricConstants attribute)
B
BASE_VALUE (interpret_community.common.constants.InterpretData attribute)
BaseExplainableModel (class in interpret_community.mimic.models)
(class in interpret_community.mimic.models.explainable_model)
BaseExplainer (class in interpret_community.common.base_explainer)
BaseExplanation (class in interpret_community.explanation.explanation)
BATCH_SIZE (interpret_community.common.constants.ExplainParams attribute)
BLACKBOX (interpret_community.common.constants.Extension attribute)
BlackBoxExplainer (class in interpret_community.common.blackbox_explainer)
BlackBoxMixin (class in interpret_community.common.blackbox_explainer)
C
CATEGORICAL_FEATURE (interpret_community.common.constants.LightGBMParams attribute)
ChainedIdentity (class in interpret_community.common.chained_identity)
CLASSES (interpret_community.common.constants.ExplainParams attribute)
(interpret_community.common.constants.ExplanationParams attribute)
classes (interpret_community.explanation.explanation.ClassesMixin attribute)
ClassesMixin (class in interpret_community.explanation.explanation)
CLASSIFICATION (interpret_community.common.constants.ExplainParams attribute)
(interpret_community.common.constants.ExplainType attribute)
Classification (interpret_community.common.constants.ModelTask attribute)
close() (interpret_community.shap.deep_explainer.logger_redirector method)
compute_summary() (interpret_community.dataset.dataset_wrapper.DatasetWrapper method)
CPU0 (interpret_community.common.constants.Tensorflow attribute)
CSR_FORMAT (interpret_community.common.constants.Scipy attribute)
CustomTimestampFeaturizer (class in interpret_community.dataset.dataset_wrapper)
D
Data (class in interpret_community.common.gpu_kmeans)
DATA (interpret_community.common.constants.ExplainType attribute)
data() (interpret_community.explanation.explanation.BaseExplanation method)
(interpret_community.explanation.explanation.ExpectedValuesMixin method)
(interpret_community.explanation.explanation.GlobalExplanation method)
(interpret_community.explanation.explanation.LocalExplanation method)
dataset (interpret_community.dataset.dataset_wrapper.DatasetWrapper attribute)
DatasetWrapper (class in interpret_community.dataset.dataset_wrapper)
dcg() (in module interpret_community.common.metrics)
DecisionTreeExplainableModel (class in interpret_community.mimic.models)
(class in interpret_community.mimic.models.tree_model)
DeepExplainer (class in interpret_community.shap)
(class in interpret_community.shap.deep_explainer)
DEFAULT (interpret_community.common.constants.ShapValuesOutput attribute)
DEFAULT_BATCH_SIZE (interpret_community.common.constants.Defaults attribute)
Defaults (class in interpret_community.common.constants)
DenseData (class in interpret_community.common.gpu_kmeans)
DNNFramework (class in interpret_community.common.constants)
Dynamic (class in interpret_community.common.constants)
E
EN (interpret_community.common.constants.Spacy attribute)
enum_properties (interpret_community.common.constants.LightGBMSerializationConstants attribute)
(interpret_community.common.constants.MimicSerializationConstants attribute)
EVAL_DATA (interpret_community.common.constants.ExplainParams attribute)
EVAL_Y_PRED (interpret_community.common.constants.ExplainParams attribute)
EVAL_Y_PRED_PROBA (interpret_community.common.constants.ExplainParams attribute)
EXAMPLES (interpret_community.common.constants.SKLearn attribute)
EXPECTED_VALUE (interpret_community.common.constants.Attributes attribute)
EXPECTED_VALUES (interpret_community.common.constants.ExplainParams attribute)
(interpret_community.common.constants.ExplanationParams attribute)
expected_values (interpret_community.explanation.explanation.ExpectedValuesMixin attribute)
(interpret_community.mimic.models.BaseExplainableModel attribute)
(interpret_community.mimic.models.DecisionTreeExplainableModel attribute)
(interpret_community.mimic.models.LGBMExplainableModel attribute)
(interpret_community.mimic.models.LinearExplainableModel attribute)
(interpret_community.mimic.models.SGDExplainableModel attribute)
(interpret_community.mimic.models.explainable_model.BaseExplainableModel attribute)
(interpret_community.mimic.models.lightgbm_model.LGBMExplainableModel attribute)
(interpret_community.mimic.models.linear_model.LinearExplainableModel attribute)
(interpret_community.mimic.models.linear_model.SGDExplainableModel attribute)
(interpret_community.mimic.models.tree_model.DecisionTreeExplainableModel attribute)
ExpectedValuesMixin (class in interpret_community.explanation.explanation)
EXPLAIN (interpret_community.common.constants.ExplainType attribute)
explain_global() (interpret_community.common.base_explainer.GlobalExplainer method)
(interpret_community.TabularExplainer method)
(interpret_community.lime.LIMEExplainer method)
(interpret_community.lime.lime_explainer.LIMEExplainer method)
(interpret_community.mimic.MimicExplainer method)
(interpret_community.mimic.mimic_explainer.MimicExplainer method)
(interpret_community.mimic.models.BaseExplainableModel method)
(interpret_community.mimic.models.DecisionTreeExplainableModel method)
(interpret_community.mimic.models.LGBMExplainableModel method)
(interpret_community.mimic.models.LinearExplainableModel method)
(interpret_community.mimic.models.SGDExplainableModel method)
(interpret_community.mimic.models.explainable_model.BaseExplainableModel method)
(interpret_community.mimic.models.lightgbm_model.LGBMExplainableModel method)
(interpret_community.mimic.models.linear_model.LinearExplainableModel method)
(interpret_community.mimic.models.linear_model.SGDExplainableModel method)
(interpret_community.mimic.models.tree_model.DecisionTreeExplainableModel method)
(interpret_community.permutation.PFIExplainer method)
(interpret_community.permutation.permutation_importance.PFIExplainer method)
(interpret_community.shap.DeepExplainer method)
(interpret_community.shap.GPUKernelExplainer method)
(interpret_community.shap.KernelExplainer method)
(interpret_community.shap.LinearExplainer method)
(interpret_community.shap.TreeExplainer method)
(interpret_community.shap.deep_explainer.DeepExplainer method)
(interpret_community.shap.gpu_kernel_explainer.GPUKernelExplainer method)
(interpret_community.shap.kernel_explainer.KernelExplainer method)
(interpret_community.shap.linear_explainer.LinearExplainer method)
(interpret_community.shap.tree_explainer.TreeExplainer method)
(interpret_community.tabular_explainer.TabularExplainer method)
explain_local() (interpret_community.common.base_explainer.LocalExplainer method)
(interpret_community.TabularExplainer method)
(interpret_community.lime.LIMEExplainer method)
(interpret_community.lime.lime_explainer.LIMEExplainer method)
(interpret_community.mimic.MimicExplainer method)
(interpret_community.mimic.mimic_explainer.MimicExplainer method)
(interpret_community.mimic.models.BaseExplainableModel method)
(interpret_community.mimic.models.DecisionTreeExplainableModel method)
(interpret_community.mimic.models.LGBMExplainableModel method)
(interpret_community.mimic.models.LinearExplainableModel method)
(interpret_community.mimic.models.SGDExplainableModel method)
(interpret_community.mimic.models.explainable_model.BaseExplainableModel method)
(interpret_community.mimic.models.lightgbm_model.LGBMExplainableModel method)
(interpret_community.mimic.models.linear_model.LinearExplainableModel method)
(interpret_community.mimic.models.linear_model.SGDExplainableModel method)
(interpret_community.mimic.models.tree_model.DecisionTreeExplainableModel method)
(interpret_community.shap.DeepExplainer method)
(interpret_community.shap.GPUKernelExplainer method)
(interpret_community.shap.KernelExplainer method)
(interpret_community.shap.LinearExplainer method)
(interpret_community.shap.TreeExplainer method)
(interpret_community.shap.deep_explainer.DeepExplainer method)
(interpret_community.shap.gpu_kernel_explainer.GPUKernelExplainer method)
(interpret_community.shap.kernel_explainer.KernelExplainer method)
(interpret_community.shap.linear_explainer.LinearExplainer method)
(interpret_community.shap.tree_explainer.TreeExplainer method)
(interpret_community.tabular_explainer.TabularExplainer method)
EXPLAIN_SUBSET (interpret_community.common.constants.ExplainParams attribute)
explainable_model_type() (interpret_community.mimic.models.BaseExplainableModel static method)
(interpret_community.mimic.models.DecisionTreeExplainableModel static method)
(interpret_community.mimic.models.LGBMExplainableModel static method)
(interpret_community.mimic.models.LinearExplainableModel static method)
(interpret_community.mimic.models.explainable_model.BaseExplainableModel static method)
(interpret_community.mimic.models.lightgbm_model.LGBMExplainableModel static method)
(interpret_community.mimic.models.linear_model.LinearExplainableModel static method)
(interpret_community.mimic.models.tree_model.DecisionTreeExplainableModel static method)
ExplainableModelType (class in interpret_community.common.constants)
EXPLAINED_VARIANCE_SCORE (interpret_community.permutation.metric_constants.MetricConstants attribute)
EXPLAINER (interpret_community.common.constants.ExplainType attribute)
explainer_type (interpret_community.lime.lime_explainer.LIMEExplainer attribute)
(interpret_community.TabularExplainer attribute)
(interpret_community.lime.LIMEExplainer attribute)
(interpret_community.mimic.MimicExplainer attribute)
(interpret_community.mimic.mimic_explainer.MimicExplainer attribute)
(interpret_community.mimic.models.DecisionTreeExplainableModel attribute)
(interpret_community.mimic.models.LGBMExplainableModel attribute)
(interpret_community.mimic.models.LinearExplainableModel attribute)
(interpret_community.mimic.models.SGDExplainableModel attribute)
(interpret_community.mimic.models.lightgbm_model.LGBMExplainableModel attribute)
(interpret_community.mimic.models.linear_model.LinearExplainableModel attribute)
(interpret_community.mimic.models.linear_model.SGDExplainableModel attribute)
(interpret_community.mimic.models.tree_model.DecisionTreeExplainableModel attribute)
(interpret_community.permutation.PFIExplainer attribute)
(interpret_community.permutation.permutation_importance.PFIExplainer attribute)
(interpret_community.shap.DeepExplainer attribute)
(interpret_community.shap.GPUKernelExplainer attribute)
(interpret_community.shap.KernelExplainer attribute)
(interpret_community.shap.LinearExplainer attribute)
(interpret_community.shap.TreeExplainer attribute)
(interpret_community.shap.deep_explainer.DeepExplainer attribute)
(interpret_community.shap.gpu_kernel_explainer.GPUKernelExplainer attribute)
(interpret_community.shap.kernel_explainer.KernelExplainer attribute)
(interpret_community.shap.linear_explainer.LinearExplainer attribute)
(interpret_community.shap.tree_explainer.TreeExplainer attribute)
(interpret_community.tabular_explainer.TabularExplainer attribute)
ExplainParams (class in interpret_community.common.constants)
ExplainType (class in interpret_community.common.constants)
EXPLANATION_CLASS_DIMENSION (interpret_community.common.constants.InterpretData attribute)
EXPLANATION_ID (interpret_community.common.constants.ExplainParams attribute)
EXPLANATION_TYPE (interpret_community.common.constants.InterpretData attribute)
ExplanationDashboard (class in interpret_community.widget)
(class in interpret_community.widget.explanation_dashboard)
ExplanationParams (class in interpret_community.common.constants)
Extension (class in interpret_community.common.constants)
EXTRA (interpret_community.common.constants.InterpretData attribute)
F
F1_SCORE (interpret_community.permutation.metric_constants.MetricConstants attribute)
FBETA_SCORE (interpret_community.permutation.metric_constants.MetricConstants attribute)
FEATURE_LIST (interpret_community.common.constants.InterpretData attribute)
FeatureImportanceExplanation (class in interpret_community.explanation.explanation)
FEATURES (interpret_community.common.constants.ExplainParams attribute)
features (interpret_community.explanation.explanation.FeatureImportanceExplanation attribute)
fit() (interpret_community.dataset.dataset_wrapper.CustomTimestampFeaturizer method)
(interpret_community.mimic.models.BaseExplainableModel method)
(interpret_community.mimic.models.DecisionTreeExplainableModel method)
(interpret_community.mimic.models.LGBMExplainableModel method)
(interpret_community.mimic.models.LinearExplainableModel method)
(interpret_community.mimic.models.SGDExplainableModel method)
(interpret_community.mimic.models.explainable_model.BaseExplainableModel method)
(interpret_community.mimic.models.lightgbm_model.LGBMExplainableModel method)
(interpret_community.mimic.models.linear_model.LinearExplainableModel method)
(interpret_community.mimic.models.linear_model.SGDExplainableModel method)
(interpret_community.mimic.models.tree_model.DecisionTreeExplainableModel method)
flush() (interpret_community.shap.deep_explainer.logger_redirector method)
FUNCTION (interpret_community.common.constants.ExplainType attribute)
(interpret_community.common.constants.MimicSerializationConstants attribute)
G
get_artifacts() (interpret_community.common.model_summary.ModelSummary method)
(interpret_community.common.ModelSummary method)
get_column_indexes() (interpret_community.dataset.dataset_wrapper.DatasetWrapper method)
get_feature_importance_dict() (interpret_community.explanation.explanation.GlobalExplanation method)
get_features() (interpret_community.dataset.dataset_wrapper.DatasetWrapper method)
get_local_importance_rank() (interpret_community.explanation.explanation.LocalExplanation method)
get_metadata_dictionary() (interpret_community.common.model_summary.ModelSummary method)
(interpret_community.common.ModelSummary method)
get_private() (interpret_community.common.constants.ExplainParams class method)
get_ranked_global_names() (interpret_community.explanation.explanation.GlobalExplanation method)
get_ranked_global_values() (interpret_community.explanation.explanation.GlobalExplanation method)
get_ranked_local_names() (interpret_community.explanation.explanation.LocalExplanation method)
get_ranked_local_values() (interpret_community.explanation.explanation.LocalExplanation method)
get_ranked_per_class_names() (interpret_community.explanation.explanation.PerClassMixin method)
get_ranked_per_class_values() (interpret_community.explanation.explanation.PerClassMixin method)
get_raw_explanation() (interpret_community.explanation.explanation.GlobalExplanation method)
(interpret_community.explanation.explanation.LocalExplanation method)
get_raw_feature_importances() (interpret_community.explanation.explanation.GlobalExplanation method)
(interpret_community.explanation.explanation.LocalExplanation method)
get_serializable() (interpret_community.common.constants.ExplainParams class method)
get_tqdm() (in module interpret_community.common.progress)
GLASSBOX (interpret_community.common.constants.Extension attribute)
GLOBAL (interpret_community.common.constants.ExplainType attribute)
(interpret_community.common.constants.Extension attribute)
GLOBAL_EXPLANATION (interpret_community.common.constants.Dynamic attribute)
GLOBAL_FEATURE_IMPORTANCE (interpret_community.common.constants.InterpretData attribute)
GLOBAL_IMPORTANCE_NAMES (interpret_community.common.constants.ExplainParams attribute)
GLOBAL_IMPORTANCE_RANK (interpret_community.common.constants.ExplainParams attribute)
global_importance_rank (interpret_community.explanation.explanation.GlobalExplanation attribute)
GLOBAL_IMPORTANCE_VALUES (interpret_community.common.constants.ExplainParams attribute)
global_importance_values (interpret_community.explanation.explanation.GlobalExplanation attribute)
GLOBAL_NAMES (interpret_community.common.constants.ExplainParams attribute)
GLOBAL_RANK (interpret_community.common.constants.ExplainParams attribute)
GLOBAL_VALUES (interpret_community.common.constants.ExplainParams attribute)
GlobalExplainer (class in interpret_community.common.base_explainer)
GlobalExplanation (class in interpret_community.explanation.explanation)
GPUKernelExplainer (class in interpret_community.shap)
(class in interpret_community.shap.gpu_kernel_explainer)
GREYBOX (interpret_community.common.constants.Extension attribute)
H
HAN (interpret_community.common.constants.ExplainType attribute)
HDBSCAN (interpret_community.common.constants.Defaults attribute)
I
ID (interpret_community.common.constants.ExplainParams attribute)
id (interpret_community.explanation.explanation.BaseExplanation attribute)
IDENTITY (interpret_community.common.constants.LightGBMSerializationConstants attribute)
(interpret_community.common.constants.MimicSerializationConstants attribute)
Ignore (interpret_community.common.constants.ResetIndex attribute)
INCLUDE_LOCAL (interpret_community.common.constants.ExplainParams attribute)
INDEPENDENT (interpret_community.common.constants.SHAPDefaults attribute)
init_aggregator_decorator() (in module interpret_community.common.aggregate)
init_blackbox_decorator() (in module interpret_community.common.blackbox_explainer)
INIT_DATA (interpret_community.common.constants.ExplainParams attribute)
init_tabular_decorator() (in module interpret_community.dataset.decorator)
INITIALIZATION_EXAMPLES (interpret_community.common.constants.MimicSerializationConstants attribute)
INTERCEPT (interpret_community.common.constants.InterpretData attribute)
interpret_community (module)
interpret_community.common (module)
interpret_community.common.aggregate (module)
interpret_community.common.base_explainer (module)
interpret_community.common.blackbox_explainer (module)
interpret_community.common.chained_identity (module)
interpret_community.common.constants (module)
interpret_community.common.error_handling (module)
interpret_community.common.exception (module)
interpret_community.common.explanation_utils (module)
interpret_community.common.gpu_kmeans (module)
interpret_community.common.metrics (module)
interpret_community.common.model_summary (module)
interpret_community.common.model_wrapper (module)
interpret_community.common.policy (module)
interpret_community.common.progress (module)
interpret_community.common.serialization_utils (module)
interpret_community.common.structured_model_explainer (module)
interpret_community.dataset (module)
interpret_community.dataset.dataset_wrapper (module)
interpret_community.dataset.decorator (module)
interpret_community.explanation (module)
interpret_community.explanation.explanation (module)
interpret_community.lime (module)
interpret_community.lime.lime_explainer (module)
interpret_community.mimic (module)
interpret_community.mimic.mimic_explainer (module)
interpret_community.mimic.model_distill (module)
interpret_community.mimic.models (module)
interpret_community.mimic.models.explainable_model (module)
interpret_community.mimic.models.lightgbm_model (module)
interpret_community.mimic.models.linear_model (module)
interpret_community.mimic.models.tree_model (module)
interpret_community.mimic.models.tree_model_utils (module)
interpret_community.permutation (module)
interpret_community.permutation.metric_constants (module)
interpret_community.permutation.permutation_importance (module)
interpret_community.shap (module)
interpret_community.shap.deep_explainer (module)
interpret_community.shap.gpu_kernel_explainer (module)
interpret_community.shap.kernel_explainer (module)
interpret_community.shap.kwargs_utils (module)
interpret_community.shap.linear_explainer (module)
interpret_community.shap.tree_explainer (module)
interpret_community.tabular_explainer (module)
interpret_community.version (module)
interpret_community.widget (module)
interpret_community.widget.explanation_dashboard (module)
InterpretData (class in interpret_community.common.constants)
IS_ENG (interpret_community.common.constants.ExplainParams attribute)
(interpret_community.common.constants.ExplainType attribute)
is_engineered (interpret_community.explanation.explanation.FeatureImportanceExplanation attribute)
IS_LOCAL_SPARSE (interpret_community.common.constants.ExplainParams attribute)
is_local_sparse (interpret_community.explanation.explanation.LocalExplanation attribute)
IS_RAW (interpret_community.common.constants.ExplainParams attribute)
(interpret_community.common.constants.ExplainType attribute)
is_raw (interpret_community.explanation.explanation.FeatureImportanceExplanation attribute)
K
KernelExplainer (class in interpret_community.shap)
(class in interpret_community.shap.kernel_explainer)
kmeans() (in module interpret_community.common.gpu_kmeans)
L
LABELS (interpret_community.common.constants.SKLearn attribute)
labels_decorator() (in module interpret_community.permutation.permutation_importance)
LGBMExplainableModel (class in interpret_community.mimic.models)
(class in interpret_community.mimic.models.lightgbm_model)
LightGBMParams (class in interpret_community.common.constants)
LightGBMSerializationConstants (class in interpret_community.common.constants)
LIME (interpret_community.common.constants.ExplainType attribute)
LIMEExplainer (class in interpret_community.lime)
(class in interpret_community.lime.lime_explainer)
LINEAR_EXPLAINABLE_MODEL_TYPE (interpret_community.common.constants.ExplainableModelType attribute)
LinearExplainableModel (class in interpret_community.mimic.models)
(class in interpret_community.mimic.models.linear_model)
LinearExplainer (class in interpret_community.mimic.models.linear_model)
(class in interpret_community.shap)
(class in interpret_community.shap.linear_explainer)
load_explanation() (in module interpret_community.explanation.explanation)
LOCAL (interpret_community.common.constants.ExplainType attribute)
(interpret_community.common.constants.Extension attribute)
LOCAL_EXPLANATION (interpret_community.common.constants.Dynamic attribute)
(interpret_community.common.constants.ExplainParams attribute)
LOCAL_FEATURE_IMPORTANCE (interpret_community.common.constants.InterpretData attribute)
LOCAL_IMPORTANCE_VALUES (interpret_community.common.constants.ExplainParams attribute)
local_importance_values (interpret_community.explanation.explanation.LocalExplanation attribute)
LocalExplainer (class in interpret_community.common.base_explainer)
LocalExplanation (class in interpret_community.explanation.explanation)
LOGGER (interpret_community.common.constants.LightGBMSerializationConstants attribute)
(interpret_community.common.constants.MimicSerializationConstants attribute)
logger_redirector (class in interpret_community.shap.deep_explainer)
M
MAX_DIM (interpret_community.common.constants.Defaults attribute)
max_dim_clustering (interpret_community.common.policy.SamplingPolicy attribute)
MEAN_ABSOLUTE_ERROR (interpret_community.permutation.metric_constants.MetricConstants attribute)
MEAN_SQUARED_ERROR (interpret_community.permutation.metric_constants.MetricConstants attribute)
MEAN_SQUARED_LOG_ERROR (interpret_community.permutation.metric_constants.MetricConstants attribute)
MEDIAN_ABSOLUTE_ERROR (interpret_community.permutation.metric_constants.MetricConstants attribute)
METHOD (interpret_community.common.constants.ExplainParams attribute)
(interpret_community.common.constants.ExplainType attribute)
method (interpret_community.explanation.explanation.BaseExplanation attribute)
MetricConstants (class in interpret_community.permutation.metric_constants)
MIMIC (interpret_community.common.constants.ExplainType attribute)
MimicExplainer (class in interpret_community.mimic)
(class in interpret_community.mimic.mimic_explainer)
MimicSerializationConstants (class in interpret_community.common.constants)
MLI (interpret_community.common.constants.InterpretData attribute)
MODEL (interpret_community.common.constants.ExplainType attribute)
(interpret_community.common.constants.MimicSerializationConstants attribute)
model (interpret_community.mimic.models.BaseExplainableModel attribute)
(interpret_community.mimic.models.DecisionTreeExplainableModel attribute)
(interpret_community.mimic.models.LGBMExplainableModel attribute)
(interpret_community.mimic.models.LinearExplainableModel attribute)
(interpret_community.mimic.models.SGDExplainableModel attribute)
(interpret_community.mimic.models.explainable_model.BaseExplainableModel attribute)
(interpret_community.mimic.models.lightgbm_model.LGBMExplainableModel attribute)
(interpret_community.mimic.models.linear_model.LinearExplainableModel attribute)
(interpret_community.mimic.models.linear_model.SGDExplainableModel attribute)
(interpret_community.mimic.models.tree_model.DecisionTreeExplainableModel attribute)
MODEL_CLASS (interpret_community.common.constants.ExplainType attribute)
MODEL_ID (interpret_community.common.constants.ExplainParams attribute)
MODEL_STR (interpret_community.common.constants.LightGBMSerializationConstants attribute)
MODEL_TASK (interpret_community.common.constants.ExplainParams attribute)
(interpret_community.common.constants.ExplainType attribute)
model_task (interpret_community.explanation.explanation.BaseExplanation attribute)
MODEL_TYPE (interpret_community.common.constants.ExplainParams attribute)
model_type (interpret_community.explanation.explanation.BaseExplanation attribute)
ModelSummary (class in interpret_community.common)
(class in interpret_community.common.model_summary)
ModelTask (class in interpret_community.common.constants)
MULTICLASS (interpret_community.common.constants.InterpretData attribute)
(interpret_community.common.constants.LightGBMSerializationConstants attribute)
N
name (interpret_community.explanation.explanation.BaseExplanation attribute)
NAMES (interpret_community.common.constants.InterpretData attribute)
ndcg() (in module interpret_community.common.metrics)
NER (interpret_community.common.constants.Spacy attribute)
nonify_properties (interpret_community.common.constants.LightGBMSerializationConstants attribute)
(interpret_community.common.constants.MimicSerializationConstants attribute)
NUM_CLASSES (interpret_community.common.constants.ExplainParams attribute)
num_classes (interpret_community.explanation.explanation.ClassesMixin attribute)
NUM_EXAMPLES (interpret_community.common.constants.ExplainParams attribute)
num_examples (interpret_community.explanation.explanation.LocalExplanation attribute)
NUM_FEATURES (interpret_community.common.constants.ExplainParams attribute)
num_features (interpret_community.dataset.dataset_wrapper.DatasetWrapper attribute)
(interpret_community.explanation.explanation.FeatureImportanceExplanation attribute)
O
OBJECTIVE (interpret_community.common.constants.LightGBMSerializationConstants attribute)
one_hot_encode() (interpret_community.dataset.dataset_wrapper.DatasetWrapper method)
original_dataset (interpret_community.dataset.dataset_wrapper.DatasetWrapper attribute)
original_dataset_with_type (interpret_community.dataset.dataset_wrapper.DatasetWrapper attribute)
ORIGINAL_EVAL_EXAMPLES (interpret_community.common.constants.MimicSerializationConstants attribute)
OVERALL (interpret_community.common.constants.InterpretData attribute)
P
PER_CLASS_NAMES (interpret_community.common.constants.ExplainParams attribute)
PER_CLASS_RANK (interpret_community.common.constants.ExplainParams attribute)
per_class_rank (interpret_community.explanation.explanation.PerClassMixin attribute)
PER_CLASS_VALUES (interpret_community.common.constants.ExplainParams attribute)
per_class_values (interpret_community.explanation.explanation.PerClassMixin attribute)
PerClassMixin (class in interpret_community.explanation.explanation)
PERF (interpret_community.common.constants.InterpretData attribute)
PFI (interpret_community.common.constants.ExplainType attribute)
PFIExplainer (class in interpret_community.permutation)
(class in interpret_community.permutation.permutation_importance)
PRECISION_SCORE (interpret_community.permutation.metric_constants.MetricConstants attribute)
predict() (interpret_community.common.model_wrapper.WrappedClassificationModel method)
(interpret_community.common.model_wrapper.WrappedClassificationWithoutProbaModel method)
(interpret_community.common.model_wrapper.WrappedPytorchModel method)
(interpret_community.common.model_wrapper.WrappedRegressionModel method)
(interpret_community.mimic.models.BaseExplainableModel method)
(interpret_community.mimic.models.DecisionTreeExplainableModel method)
(interpret_community.mimic.models.LGBMExplainableModel method)
(interpret_community.mimic.models.LinearExplainableModel method)
(interpret_community.mimic.models.SGDExplainableModel method)
(interpret_community.mimic.models.explainable_model.BaseExplainableModel method)
(interpret_community.mimic.models.lightgbm_model.LGBMExplainableModel method)
(interpret_community.mimic.models.linear_model.LinearExplainableModel method)
(interpret_community.mimic.models.linear_model.SGDExplainableModel method)
(interpret_community.mimic.models.tree_model.DecisionTreeExplainableModel method)
predict_classes() (interpret_community.common.model_wrapper.WrappedPytorchModel method)
PREDICT_PROBA (interpret_community.common.constants.SKLearn attribute)
predict_proba() (interpret_community.common.model_wrapper.WrappedClassificationModel method)
(interpret_community.common.model_wrapper.WrappedClassificationWithoutProbaModel method)
(interpret_community.common.model_wrapper.WrappedPytorchModel method)
(interpret_community.mimic.models.BaseExplainableModel method)
(interpret_community.mimic.models.DecisionTreeExplainableModel method)
(interpret_community.mimic.models.LGBMExplainableModel method)
(interpret_community.mimic.models.LinearExplainableModel method)
(interpret_community.mimic.models.SGDExplainableModel method)
(interpret_community.mimic.models.explainable_model.BaseExplainableModel method)
(interpret_community.mimic.models.lightgbm_model.LGBMExplainableModel method)
(interpret_community.mimic.models.linear_model.LinearExplainableModel method)
(interpret_community.mimic.models.linear_model.SGDExplainableModel method)
(interpret_community.mimic.models.tree_model.DecisionTreeExplainableModel method)
PREDICT_PROBA_FLAG (interpret_community.common.constants.MimicSerializationConstants attribute)
PREDICTIONS (interpret_community.common.constants.SKLearn attribute)
PROBABILITIES (interpret_community.common.constants.ExplainParams attribute)
PROBABILITY (interpret_community.common.constants.ShapValuesOutput attribute)
PureStructuredModelExplainer (class in interpret_community.common.structured_model_explainer)
PYTORCH (interpret_community.common.constants.DNNFramework attribute)
R
R2_SCORE (interpret_community.permutation.metric_constants.MetricConstants attribute)
RECALL_SCORE (interpret_community.permutation.metric_constants.MetricConstants attribute)
REGRESSION (interpret_community.common.constants.ExplainType attribute)
(interpret_community.common.constants.LightGBMSerializationConstants attribute)
Regression (interpret_community.common.constants.ModelTask attribute)
Reset (interpret_community.common.constants.ResetIndex attribute)
RESET_INDEX (interpret_community.common.constants.MimicSerializationConstants attribute)
reset_index() (interpret_community.dataset.dataset_wrapper.DatasetWrapper method)
ResetIndex (class in interpret_community.common.constants)
ResetTeacher (interpret_community.common.constants.ResetIndex attribute)
S
sample() (interpret_community.dataset.dataset_wrapper.DatasetWrapper method)
sampling_method (interpret_community.common.policy.SamplingPolicy attribute)
SAMPLING_POLICY (interpret_community.common.constants.ExplainParams attribute)
SamplingPolicy (class in interpret_community.common.policy)
save_explanation() (in module interpret_community.explanation.explanation)
save_properties (interpret_community.common.constants.LightGBMSerializationConstants attribute)
(interpret_community.common.constants.MimicSerializationConstants attribute)
ScenarioNotSupportedException
Scipy (class in interpret_community.common.constants)
SCORES (interpret_community.common.constants.InterpretData attribute)
selector (interpret_community.explanation.explanation.BaseExplanation attribute)
(interpret_community.explanation.explanation.GlobalExplanation attribute)
(interpret_community.explanation.explanation.LocalExplanation attribute)
set_index() (interpret_community.dataset.dataset_wrapper.DatasetWrapper method)
SGDExplainableModel (class in interpret_community.mimic.models)
(class in interpret_community.mimic.models.linear_model)
SHAP (interpret_community.common.constants.ExplainType attribute)
SHAP_DEEP (interpret_community.common.constants.ExplainType attribute)
SHAP_GPU_KERNEL (interpret_community.common.constants.ExplainType attribute)
SHAP_KERNEL (interpret_community.common.constants.ExplainType attribute)
SHAP_LINEAR (interpret_community.common.constants.ExplainType attribute)
SHAP_TREE (interpret_community.common.constants.ExplainType attribute)
shap_values() (interpret_community.mimic.models.linear_model.LinearExplainer method)
SHAP_VALUES_OUTPUT (interpret_community.common.constants.ExplainParams attribute)
SHAPDefaults (class in interpret_community.common.constants)
ShapValuesOutput (class in interpret_community.common.constants)
SINGLE (interpret_community.common.constants.InterpretData attribute)
SKLearn (class in interpret_community.common.constants)
Spacy (class in interpret_community.common.constants)
SPECIFIC (interpret_community.common.constants.InterpretData attribute)
string_index() (interpret_community.dataset.dataset_wrapper.DatasetWrapper method)
StructuredInitModelExplainer (class in interpret_community.common.structured_model_explainer)
summary_dataset (interpret_community.dataset.dataset_wrapper.DatasetWrapper attribute)
T
TABULAR (interpret_community.common.constants.ExplainType attribute)
tabular_decorator() (in module interpret_community.dataset.decorator)
TabularExplainer (class in interpret_community)
(class in interpret_community.tabular_explainer)
TAGGER (interpret_community.common.constants.Spacy attribute)
take_subset() (interpret_community.dataset.dataset_wrapper.DatasetWrapper method)
TEACHER_PROBABILITY (interpret_community.common.constants.ShapValuesOutput attribute)
Tensorflow (class in interpret_community.common.constants)
TENSORFLOW (interpret_community.common.constants.DNNFramework attribute)
TFLOG (interpret_community.common.constants.Tensorflow attribute)
TIMESTAMP_FEATURIZER (interpret_community.common.constants.MimicSerializationConstants attribute)
timestamp_featurizer() (interpret_community.dataset.dataset_wrapper.DatasetWrapper method)
transform() (interpret_community.dataset.dataset_wrapper.CustomTimestampFeaturizer method)
TREE_EXPLAINABLE_MODEL_TYPE (interpret_community.common.constants.ExplainableModelType attribute)
TREE_EXPLAINER (interpret_community.common.constants.LightGBMSerializationConstants attribute)
TreeExplainer (class in interpret_community.shap)
(class in interpret_community.shap.tree_explainer)
TYPE (interpret_community.common.constants.InterpretData attribute)
typed_dataset (interpret_community.dataset.dataset_wrapper.DatasetWrapper attribute)
typed_wrapper_func() (interpret_community.dataset.dataset_wrapper.DatasetWrapper method)
U
UNIVARIATE (interpret_community.common.constants.InterpretData attribute)
Unknown (interpret_community.common.constants.ModelTask attribute)
V
VALUE (interpret_community.common.constants.InterpretData attribute)
VALUES (interpret_community.common.constants.InterpretData attribute)
visualize() (interpret_community.explanation.explanation.BaseExplanation method)
W
wrap_dataset() (in module interpret_community.dataset.decorator)
wrap_model() (in module interpret_community.common.model_wrapper)
WrappedClassificationModel (class in interpret_community.common.model_wrapper)
WrappedClassificationWithoutProbaModel (class in interpret_community.common.model_wrapper)
WrappedPytorchModel (class in interpret_community.common.model_wrapper)
WrappedRegressionModel (class in interpret_community.common.model_wrapper)
write() (interpret_community.shap.deep_explainer.logger_redirector method)
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