interpret-community
v0.28.0
Overview
Getting Started
Supported Models
Supported Explainers
Example Notebooks
Use Interpret-Community
Importance Values
Raw feature transformations
Visualizations
Contributing
API Reference
interpret-community
Docs
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Index
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Index
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B
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C
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D
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E
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F
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G
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H
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I
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K
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W
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 property)
Attributes (class in interpret_community.common.constants)
AUTO (interpret_community.common.constants.Defaults attribute)
available_explanations (interpret_community.lime.lime_explainer.LIMEExplainer attribute)
(interpret_community.lime.LIMEExplainer attribute)
(interpret_community.mimic.mimic_explainer.MimicExplainer attribute)
(interpret_community.mimic.MimicExplainer attribute)
(interpret_community.mimic.models.DecisionTreeExplainableModel attribute)
(interpret_community.mimic.models.LGBMExplainableModel 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.LinearExplainableModel attribute)
(interpret_community.mimic.models.SGDExplainableModel attribute)
(interpret_community.mimic.models.tree_model.DecisionTreeExplainableModel attribute)
(interpret_community.permutation.permutation_importance.PFIExplainer attribute)
(interpret_community.permutation.PFIExplainer attribute)
(interpret_community.shap.deep_explainer.DeepExplainer attribute)
(interpret_community.shap.DeepExplainer attribute)
(interpret_community.shap.gpu_kernel_explainer.GPUKernelExplainer attribute)
(interpret_community.shap.GPUKernelExplainer attribute)
(interpret_community.shap.kernel_explainer.KernelExplainer attribute)
(interpret_community.shap.KernelExplainer attribute)
(interpret_community.shap.linear_explainer.LinearExplainer attribute)
(interpret_community.shap.LinearExplainer attribute)
(interpret_community.shap.tree_explainer.TreeExplainer attribute)
(interpret_community.shap.TreeExplainer attribute)
(interpret_community.tabular_explainer.TabularExplainer attribute)
(interpret_community.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 property)
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)
CPU0 (interpret_community.common.constants.Tensorflow attribute)
create_global() (interpret_community.adapter.explanation_adapter.ExplanationAdapter method)
(interpret_community.adapter.ExplanationAdapter method)
create_local() (interpret_community.adapter.explanation_adapter.ExplanationAdapter method)
(interpret_community.adapter.ExplanationAdapter method)
CSR_FORMAT (interpret_community.common.constants.Scipy attribute)
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)
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 property)
(interpret_community.mimic.models.BaseExplainableModel property)
(interpret_community.mimic.models.DecisionTreeExplainableModel property)
(interpret_community.mimic.models.explainable_model.BaseExplainableModel property)
(interpret_community.mimic.models.LGBMExplainableModel property)
(interpret_community.mimic.models.lightgbm_model.LGBMExplainableModel property)
(interpret_community.mimic.models.linear_model.LinearExplainableModel property)
(interpret_community.mimic.models.linear_model.SGDExplainableModel property)
(interpret_community.mimic.models.LinearExplainableModel property)
(interpret_community.mimic.models.SGDExplainableModel property)
(interpret_community.mimic.models.tree_model.DecisionTreeExplainableModel property)
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.lime.lime_explainer.LIMEExplainer method)
(interpret_community.lime.LIMEExplainer method)
(interpret_community.mimic.mimic_explainer.MimicExplainer method)
(interpret_community.mimic.MimicExplainer method)
(interpret_community.mimic.models.BaseExplainableModel method)
(interpret_community.mimic.models.DecisionTreeExplainableModel method)
(interpret_community.mimic.models.explainable_model.BaseExplainableModel method)
(interpret_community.mimic.models.LGBMExplainableModel 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.LinearExplainableModel method)
(interpret_community.mimic.models.SGDExplainableModel method)
(interpret_community.mimic.models.tree_model.DecisionTreeExplainableModel method)
(interpret_community.permutation.permutation_importance.PFIExplainer method)
(interpret_community.permutation.PFIExplainer method)
(interpret_community.shap.deep_explainer.DeepExplainer method)
(interpret_community.shap.DeepExplainer method)
(interpret_community.shap.gpu_kernel_explainer.GPUKernelExplainer method)
(interpret_community.shap.GPUKernelExplainer method)
(interpret_community.shap.kernel_explainer.KernelExplainer method)
(interpret_community.shap.KernelExplainer method)
(interpret_community.shap.linear_explainer.LinearExplainer method)
(interpret_community.shap.LinearExplainer method)
(interpret_community.shap.tree_explainer.TreeExplainer method)
(interpret_community.shap.TreeExplainer method)
(interpret_community.tabular_explainer.TabularExplainer method)
(interpret_community.TabularExplainer method)
explain_local() (interpret_community.common.base_explainer.LocalExplainer method)
(interpret_community.lime.lime_explainer.LIMEExplainer method)
(interpret_community.lime.LIMEExplainer method)
(interpret_community.mimic.mimic_explainer.MimicExplainer method)
(interpret_community.mimic.MimicExplainer method)
(interpret_community.mimic.models.BaseExplainableModel method)
(interpret_community.mimic.models.DecisionTreeExplainableModel method)
(interpret_community.mimic.models.explainable_model.BaseExplainableModel method)
(interpret_community.mimic.models.LGBMExplainableModel 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.LinearExplainableModel method)
(interpret_community.mimic.models.SGDExplainableModel method)
(interpret_community.mimic.models.tree_model.DecisionTreeExplainableModel method)
(interpret_community.shap.deep_explainer.DeepExplainer method)
(interpret_community.shap.DeepExplainer method)
(interpret_community.shap.gpu_kernel_explainer.GPUKernelExplainer method)
(interpret_community.shap.GPUKernelExplainer method)
(interpret_community.shap.kernel_explainer.KernelExplainer method)
(interpret_community.shap.KernelExplainer method)
(interpret_community.shap.linear_explainer.LinearExplainer method)
(interpret_community.shap.LinearExplainer method)
(interpret_community.shap.tree_explainer.TreeExplainer method)
(interpret_community.shap.TreeExplainer method)
(interpret_community.tabular_explainer.TabularExplainer method)
(interpret_community.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.explainable_model.BaseExplainableModel static method)
(interpret_community.mimic.models.LGBMExplainableModel static method)
(interpret_community.mimic.models.lightgbm_model.LGBMExplainableModel static method)
(interpret_community.mimic.models.linear_model.LinearExplainableModel static method)
(interpret_community.mimic.models.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.lime.LIMEExplainer attribute)
(interpret_community.mimic.mimic_explainer.MimicExplainer attribute)
(interpret_community.mimic.MimicExplainer attribute)
(interpret_community.mimic.models.DecisionTreeExplainableModel attribute)
(interpret_community.mimic.models.LGBMExplainableModel 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.LinearExplainableModel attribute)
(interpret_community.mimic.models.SGDExplainableModel attribute)
(interpret_community.mimic.models.tree_model.DecisionTreeExplainableModel attribute)
(interpret_community.permutation.permutation_importance.PFIExplainer attribute)
(interpret_community.permutation.PFIExplainer attribute)
(interpret_community.shap.deep_explainer.DeepExplainer attribute)
(interpret_community.shap.DeepExplainer attribute)
(interpret_community.shap.gpu_kernel_explainer.GPUKernelExplainer attribute)
(interpret_community.shap.GPUKernelExplainer attribute)
(interpret_community.shap.kernel_explainer.KernelExplainer attribute)
(interpret_community.shap.KernelExplainer attribute)
(interpret_community.shap.linear_explainer.LinearExplainer attribute)
(interpret_community.shap.LinearExplainer attribute)
(interpret_community.shap.tree_explainer.TreeExplainer attribute)
(interpret_community.shap.TreeExplainer attribute)
(interpret_community.tabular_explainer.TabularExplainer attribute)
(interpret_community.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)
ExplanationAdapter (class in interpret_community.adapter)
(class in interpret_community.adapter.explanation_adapter)
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 property)
fit() (interpret_community.mimic.models.BaseExplainableModel method)
(interpret_community.mimic.models.DecisionTreeExplainableModel method)
(interpret_community.mimic.models.explainable_model.BaseExplainableModel method)
(interpret_community.mimic.models.LGBMExplainableModel 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.LinearExplainableModel method)
(interpret_community.mimic.models.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_explanation() (in module interpret_community.mlflow)
(in module interpret_community.mlflow.mlflow)
get_feature_importance_dict() (interpret_community.explanation.explanation.GlobalExplanation 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_surrogate_model_replication_measure() (interpret_community.mimic.mimic_explainer.MimicExplainer method)
(interpret_community.mimic.MimicExplainer 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 property)
GLOBAL_IMPORTANCE_VALUES (interpret_community.common.constants.ExplainParams attribute)
global_importance_values (interpret_community.explanation.explanation.GlobalExplanation property)
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 property)
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.adapter
module
interpret_community.adapter.explanation_adapter
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.common.warnings_suppressor
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.explanation.serialization
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.mlflow
module
interpret_community.mlflow.mlflow
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 property)
IS_LOCAL_SPARSE (interpret_community.common.constants.ExplainParams attribute)
is_local_sparse (interpret_community.explanation.explanation.LocalExplanation property)
IS_RAW (interpret_community.common.constants.ExplainParams attribute)
(interpret_community.common.constants.ExplainType attribute)
is_raw (interpret_community.explanation.explanation.FeatureImportanceExplanation property)
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)
(in module interpret_community.explanation.serialization)
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 property)
LocalExplainer (class in interpret_community.common.base_explainer)
LocalExplanation (class in interpret_community.explanation.explanation)
log_explanation() (in module interpret_community.mlflow)
(in module interpret_community.mlflow.mlflow)
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 property)
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 property)
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)
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 (interpret_community.mimic.models.BaseExplainableModel property)
(interpret_community.mimic.models.DecisionTreeExplainableModel property)
(interpret_community.mimic.models.explainable_model.BaseExplainableModel property)
(interpret_community.mimic.models.LGBMExplainableModel property)
(interpret_community.mimic.models.lightgbm_model.LGBMExplainableModel property)
(interpret_community.mimic.models.linear_model.LinearExplainableModel property)
(interpret_community.mimic.models.linear_model.SGDExplainableModel property)
(interpret_community.mimic.models.LinearExplainableModel property)
(interpret_community.mimic.models.SGDExplainableModel property)
(interpret_community.mimic.models.tree_model.DecisionTreeExplainableModel property)
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 property)
MODEL_TYPE (interpret_community.common.constants.ExplainParams attribute)
model_type (interpret_community.explanation.explanation.BaseExplanation property)
ModelSummary (class in interpret_community.common)
(class in interpret_community.common.model_summary)
ModelTask (class in interpret_community.common.constants)
module
interpret_community
interpret_community.adapter
interpret_community.adapter.explanation_adapter
interpret_community.common
interpret_community.common.aggregate
interpret_community.common.base_explainer
interpret_community.common.blackbox_explainer
interpret_community.common.chained_identity
interpret_community.common.constants
interpret_community.common.error_handling
interpret_community.common.exception
interpret_community.common.explanation_utils
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.serialization_utils
interpret_community.common.structured_model_explainer
interpret_community.common.warnings_suppressor
interpret_community.dataset
interpret_community.dataset.dataset_wrapper
interpret_community.dataset.decorator
interpret_community.explanation
interpret_community.explanation.explanation
interpret_community.explanation.serialization
interpret_community.lime
interpret_community.lime.lime_explainer
interpret_community.mimic
interpret_community.mimic.mimic_explainer
interpret_community.mimic.model_distill
interpret_community.mimic.models
interpret_community.mimic.models.explainable_model
interpret_community.mimic.models.lightgbm_model
interpret_community.mimic.models.linear_model
interpret_community.mimic.models.tree_model
interpret_community.mimic.models.tree_model_utils
interpret_community.mlflow
interpret_community.mlflow.mlflow
interpret_community.permutation
interpret_community.permutation.metric_constants
interpret_community.permutation.permutation_importance
interpret_community.shap
interpret_community.shap.deep_explainer
interpret_community.shap.gpu_kernel_explainer
interpret_community.shap.kernel_explainer
interpret_community.shap.kwargs_utils
interpret_community.shap.linear_explainer
interpret_community.shap.tree_explainer
interpret_community.tabular_explainer
interpret_community.version
interpret_community.widget
interpret_community.widget.explanation_dashboard
MULTICLASS (interpret_community.common.constants.InterpretData attribute)
(interpret_community.common.constants.LightGBMSerializationConstants attribute)
N
name (interpret_community.explanation.explanation.BaseExplanation property)
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 property)
NUM_EXAMPLES (interpret_community.common.constants.ExplainParams attribute)
num_examples (interpret_community.explanation.explanation.LocalExplanation property)
NUM_FEATURES (interpret_community.common.constants.ExplainParams attribute)
num_features (interpret_community.explanation.explanation.FeatureImportanceExplanation property)
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_rank (interpret_community.explanation.explanation.PerClassMixin property)
PER_CLASS_VALUES (interpret_community.common.constants.ExplainParams attribute)
per_class_values (interpret_community.explanation.explanation.PerClassMixin property)
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.mimic.models.BaseExplainableModel method)
(interpret_community.mimic.models.DecisionTreeExplainableModel method)
(interpret_community.mimic.models.explainable_model.BaseExplainableModel method)
(interpret_community.mimic.models.LGBMExplainableModel 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.LinearExplainableModel method)
(interpret_community.mimic.models.SGDExplainableModel method)
(interpret_community.mimic.models.tree_model.DecisionTreeExplainableModel method)
PREDICT_PROBA (interpret_community.common.constants.SKLearn attribute)
predict_proba() (interpret_community.mimic.models.BaseExplainableModel method)
(interpret_community.mimic.models.DecisionTreeExplainableModel method)
(interpret_community.mimic.models.explainable_model.BaseExplainableModel method)
(interpret_community.mimic.models.LGBMExplainableModel 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.LinearExplainableModel method)
(interpret_community.mimic.models.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)
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_explanation() (in module interpret_community.explanation)
(in module interpret_community.explanation.serialization)
save_model() (in module interpret_community.mlflow)
(in module interpret_community.mlflow.mlflow)
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 property)
(interpret_community.explanation.explanation.GlobalExplanation property)
(interpret_community.explanation.explanation.LocalExplanation property)
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)
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)
TabularExplainer (class in interpret_community)
(class in interpret_community.tabular_explainer)
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)
TreeExplainer (class in interpret_community.shap)
(class in interpret_community.shap.tree_explainer)
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)
visualize() (interpret_community.explanation.explanation.BaseExplanation method)
W
wrap_dataset() (in module interpret_community.dataset.decorator)
write() (interpret_community.shap.deep_explainer.logger_redirector method)
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