Index

A

add_from_get_model_summary() (interpret_community.common.model_summary.ModelSummary method) (interpret_community.common.ModelSummary method) ALLOW_ALL_TRANSFORMATIONS (interpret_community.common.constants.MimicSerializationConstants attribute)

allow_eval_sampling (interpret_community.common.policy.SamplingPolicy property) Attributes (class in interpret_community.common.constants) AUTO (interpret_community.common.constants.Defaults attribute)

B

BASE_VALUE (interpret_community.common.constants.InterpretData attribute) BaseExplainer (class in interpret_community.common.base_explainer)

BATCH_SIZE (interpret_community.common.constants.ExplainParams attribute) BLACKBOX (interpret_community.common.constants.Extension attribute)

C

CATEGORICAL_FEATURE (interpret_community.common.constants.LightGBMParams attribute) ChainedIdentity (class in interpret_community.common.chained_identity) CHECK_ADDITIVITY (interpret_community.common.constants.ExplainParams attribute) CLASSES (interpret_community.common.constants.ExplainParams attribute) (interpret_community.common.constants.ExplanationParams attribute)

CLASSIFICATION (interpret_community.common.constants.ExplainParams attribute) (interpret_community.common.constants.ExplainType attribute) Classification (interpret_community.common.constants.ModelTask attribute) CPU0 (interpret_community.common.constants.Tensorflow attribute) CSR_FORMAT (interpret_community.common.constants.Scipy attribute)

D

Data (class in interpret_community.common.gpu_kmeans) DATA (interpret_community.common.constants.ExplainType attribute) dcg() (in module interpret_community.common.metrics) 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) EXPLAIN (interpret_community.common.constants.ExplainType attribute) explain_global() (interpret_community.common.base_explainer.GlobalExplainer method)

explain_local() (interpret_community.common.base_explainer.LocalExplainer method) EXPLAIN_SUBSET (interpret_community.common.constants.ExplainParams attribute) ExplainableModelType (class in interpret_community.common.constants) EXPLAINER (interpret_community.common.constants.ExplainType 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) ExplanationParams (class in interpret_community.common.constants) Extension (class in interpret_community.common.constants) EXTRA (interpret_community.common.constants.InterpretData attribute)

F

FEATURE_LIST (interpret_community.common.constants.InterpretData attribute) FEATURES (interpret_community.common.constants.ExplainParams attribute)

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_metadata_dictionary() (interpret_community.common.model_summary.ModelSummary method) (interpret_community.common.ModelSummary method) get_private() (interpret_community.common.constants.ExplainParams class 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_VALUES (interpret_community.common.constants.ExplainParams 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) 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) 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_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.common module interpret_community.common.base_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.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.structured_model_explainer module interpret_community.common.warnings_suppressor module interpret_community.dataset module interpret_community.dataset.dataset_wrapper module interpret_community.dataset.decorator module InterpretData (class in interpret_community.common.constants) IS_ENG (interpret_community.common.constants.ExplainParams attribute) (interpret_community.common.constants.ExplainType attribute) IS_LOCAL_SPARSE (interpret_community.common.constants.ExplainParams attribute) IS_RAW (interpret_community.common.constants.ExplainParams attribute) (interpret_community.common.constants.ExplainType attribute)

K

kmeans() (in module interpret_community.common.gpu_kmeans)

L

LABELS (interpret_community.common.constants.SKLearn attribute) LightGBMParams (class in interpret_community.common.constants) LightGBMSerializationConstants (class in interpret_community.common.constants) LIME (interpret_community.common.constants.ExplainType attribute) LINEAR_EXPLAINABLE_MODEL_TYPE (interpret_community.common.constants.ExplainableModelType attribute) 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) LocalExplainer (class in interpret_community.common.base_explainer) LOGGER (interpret_community.common.constants.LightGBMSerializationConstants attribute) (interpret_community.common.constants.MimicSerializationConstants attribute)

M

MAX_DIM (interpret_community.common.constants.Defaults attribute) max_dim_clustering (interpret_community.common.policy.SamplingPolicy property) METHOD (interpret_community.common.constants.ExplainParams attribute) (interpret_community.common.constants.ExplainType attribute) MIMIC (interpret_community.common.constants.ExplainType attribute) MimicSerializationConstants (class in interpret_community.common.constants) MIN_DATA_IN_LEAF (interpret_community.common.constants.LightGBMParams attribute) MLI (interpret_community.common.constants.InterpretData attribute) MODEL (interpret_community.common.constants.ExplainType attribute) (interpret_community.common.constants.MimicSerializationConstants 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_TYPE (interpret_community.common.constants.ExplainParams attribute) ModelSummary (class in interpret_community.common) (class in interpret_community.common.model_summary) ModelTask (class in interpret_community.common.constants)

module interpret_community.common interpret_community.common.base_explainer interpret_community.common.chained_identity interpret_community.common.constants interpret_community.common.error_handling interpret_community.common.exception interpret_community.common.gpu_kmeans interpret_community.common.metrics interpret_community.common.model_summary interpret_community.common.model_wrapper interpret_community.common.policy interpret_community.common.progress interpret_community.common.structured_model_explainer interpret_community.common.warnings_suppressor interpret_community.dataset interpret_community.dataset.dataset_wrapper interpret_community.dataset.decorator MULTICLASS (interpret_community.common.constants.InterpretData attribute) (interpret_community.common.constants.LightGBMSerializationConstants attribute)

N

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_EXAMPLES (interpret_community.common.constants.ExplainParams attribute) NUM_FEATURES (interpret_community.common.constants.ExplainParams attribute)

O

OBJECTIVE (interpret_community.common.constants.LightGBMSerializationConstants 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_VALUES (interpret_community.common.constants.ExplainParams attribute) PERF (interpret_community.common.constants.InterpretData attribute) PFI (interpret_community.common.constants.ExplainType attribute) PREDICT_PROBA (interpret_community.common.constants.SKLearn attribute)

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

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) ResetIndex (class in interpret_community.common.constants) ResetTeacher (interpret_community.common.constants.ResetIndex attribute)

S

sampling_method (interpret_community.common.policy.SamplingPolicy property) SAMPLING_POLICY (interpret_community.common.constants.ExplainParams attribute) SamplingPolicy (class in interpret_community.common.policy) 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) 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_OUTPUT (interpret_community.common.constants.ExplainParams attribute) shap_warnings_suppressor (class in interpret_community.common.warnings_suppressor) 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) StructuredInitModelExplainer (class in interpret_community.common.structured_model_explainer)

T

TABULAR (interpret_community.common.constants.ExplainType attribute) tabular_decorator() (in module interpret_community.dataset.decorator) TAGGER (interpret_community.common.constants.Spacy attribute) TEACHER_PROBABILITY (interpret_community.common.constants.ShapValuesOutput attribute) Tensorflow (class in interpret_community.common.constants) TENSORFLOW (interpret_community.common.constants.DNNFramework attribute)

tf_warnings_suppressor (class in interpret_community.common.warnings_suppressor) TFLOG (interpret_community.common.constants.Tensorflow attribute) TIMESTAMP_FEATURIZER (interpret_community.common.constants.MimicSerializationConstants attribute) TREE_EXPLAINABLE_MODEL_TYPE (interpret_community.common.constants.ExplainableModelType attribute) TREE_EXPLAINER (interpret_community.common.constants.LightGBMSerializationConstants attribute) TYPE (interpret_community.common.constants.InterpretData attribute)

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)

W

wrap_dataset() (in module interpret_community.dataset.decorator)