interpret_community.common package
Common infrastructure, class hierarchy and utilities for model explanations.
- class interpret_community.common.ModelSummary
Bases:
objectA structure for gathering and storing the parts of an explanation asset.
- add_from_get_model_summary(name, artifact_metadata_tuple)
Update artifacts and metadata with new information.
Subpackages
Submodules
- 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
AttributesDNNFrameworkDefaultsDynamicExplainParamsExplainParams.BATCH_SIZEExplainParams.CHECK_ADDITIVITYExplainParams.CLASSESExplainParams.CLASSIFICATIONExplainParams.EVAL_DATAExplainParams.EVAL_Y_PREDExplainParams.EVAL_Y_PRED_PROBAExplainParams.EXPECTED_VALUESExplainParams.EXPLAIN_SUBSETExplainParams.EXPLANATION_IDExplainParams.FEATURESExplainParams.GLOBAL_IMPORTANCE_NAMESExplainParams.GLOBAL_IMPORTANCE_RANKExplainParams.GLOBAL_IMPORTANCE_VALUESExplainParams.GLOBAL_NAMESExplainParams.GLOBAL_RANKExplainParams.GLOBAL_VALUESExplainParams.IDExplainParams.INCLUDE_LOCALExplainParams.INIT_DATAExplainParams.IS_ENGExplainParams.IS_LOCAL_SPARSEExplainParams.IS_RAWExplainParams.LOCAL_EXPLANATIONExplainParams.LOCAL_IMPORTANCE_VALUESExplainParams.METHODExplainParams.MODEL_IDExplainParams.MODEL_TASKExplainParams.MODEL_TYPEExplainParams.NUM_CLASSESExplainParams.NUM_EXAMPLESExplainParams.NUM_FEATURESExplainParams.PER_CLASS_NAMESExplainParams.PER_CLASS_RANKExplainParams.PER_CLASS_VALUESExplainParams.PROBABILITIESExplainParams.SAMPLING_POLICYExplainParams.SHAP_VALUES_OUTPUTExplainParams.get_private()ExplainParams.get_serializable()
ExplainTypeExplainType.CLASSIFICATIONExplainType.DATAExplainType.EXPLAINExplainType.EXPLAINERExplainType.FUNCTIONExplainType.GLOBALExplainType.HANExplainType.IS_ENGExplainType.IS_RAWExplainType.LIMEExplainType.LOCALExplainType.METHODExplainType.MIMICExplainType.MODELExplainType.MODEL_CLASSExplainType.MODEL_TASKExplainType.PFIExplainType.REGRESSIONExplainType.SHAPExplainType.SHAP_DEEPExplainType.SHAP_GPU_KERNELExplainType.SHAP_KERNELExplainType.SHAP_LINEARExplainType.SHAP_TREEExplainType.TABULAR
ExplainableModelTypeExplanationParamsExtensionInterpretDataInterpretData.BASE_VALUEInterpretData.EXPLANATION_CLASS_DIMENSIONInterpretData.EXPLANATION_TYPEInterpretData.EXTRAInterpretData.FEATURE_LISTInterpretData.GLOBAL_FEATURE_IMPORTANCEInterpretData.INTERCEPTInterpretData.LOCAL_FEATURE_IMPORTANCEInterpretData.MLIInterpretData.MULTICLASSInterpretData.NAMESInterpretData.OVERALLInterpretData.PERFInterpretData.SCORESInterpretData.SINGLEInterpretData.SPECIFICInterpretData.TYPEInterpretData.UNIVARIATEInterpretData.VALUEInterpretData.VALUES
LightGBMParamsLightGBMSerializationConstantsLightGBMSerializationConstants.IDENTITYLightGBMSerializationConstants.LOGGERLightGBMSerializationConstants.MODEL_STRLightGBMSerializationConstants.MULTICLASSLightGBMSerializationConstants.OBJECTIVELightGBMSerializationConstants.REGRESSIONLightGBMSerializationConstants.TREE_EXPLAINERLightGBMSerializationConstants.enum_propertiesLightGBMSerializationConstants.nonify_propertiesLightGBMSerializationConstants.save_properties
MimicSerializationConstantsMimicSerializationConstants.ALLOW_ALL_TRANSFORMATIONSMimicSerializationConstants.FUNCTIONMimicSerializationConstants.IDENTITYMimicSerializationConstants.INITIALIZATION_EXAMPLESMimicSerializationConstants.LOGGERMimicSerializationConstants.MODELMimicSerializationConstants.ORIGINAL_EVAL_EXAMPLESMimicSerializationConstants.PREDICT_PROBA_FLAGMimicSerializationConstants.RESET_INDEXMimicSerializationConstants.TIMESTAMP_FEATURIZERMimicSerializationConstants.enum_propertiesMimicSerializationConstants.nonify_propertiesMimicSerializationConstants.save_properties
ModelTaskResetIndexSHAPDefaultsSKLearnScipyShapValuesOutputSpacyTensorflow
- 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.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