/**
* Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
* SPDX-License-Identifier: Apache-2.0.
*/
#pragma once
#include The configuration for SHAP analysis using SageMaker Clarify
* Explainer.See Also:
AWS
* API Reference
The configuration for the SHAP baseline of the Kernal SHAP algorithm.
*/ inline const ClarifyShapBaselineConfig& GetShapBaselineConfig() const{ return m_shapBaselineConfig; } /** *The configuration for the SHAP baseline of the Kernal SHAP algorithm.
*/ inline bool ShapBaselineConfigHasBeenSet() const { return m_shapBaselineConfigHasBeenSet; } /** *The configuration for the SHAP baseline of the Kernal SHAP algorithm.
*/ inline void SetShapBaselineConfig(const ClarifyShapBaselineConfig& value) { m_shapBaselineConfigHasBeenSet = true; m_shapBaselineConfig = value; } /** *The configuration for the SHAP baseline of the Kernal SHAP algorithm.
*/ inline void SetShapBaselineConfig(ClarifyShapBaselineConfig&& value) { m_shapBaselineConfigHasBeenSet = true; m_shapBaselineConfig = std::move(value); } /** *The configuration for the SHAP baseline of the Kernal SHAP algorithm.
*/ inline ClarifyShapConfig& WithShapBaselineConfig(const ClarifyShapBaselineConfig& value) { SetShapBaselineConfig(value); return *this;} /** *The configuration for the SHAP baseline of the Kernal SHAP algorithm.
*/ inline ClarifyShapConfig& WithShapBaselineConfig(ClarifyShapBaselineConfig&& value) { SetShapBaselineConfig(std::move(value)); return *this;} /** *The number of samples to be used for analysis by the Kernal SHAP algorithm. *
The number of samples determines the size of the synthetic * dataset, which has an impact on latency of explainability requests. For more * information, see the Synthetic data of Configure * and create an endpoint.
*/ inline int GetNumberOfSamples() const{ return m_numberOfSamples; } /** *The number of samples to be used for analysis by the Kernal SHAP algorithm. *
The number of samples determines the size of the synthetic * dataset, which has an impact on latency of explainability requests. For more * information, see the Synthetic data of Configure * and create an endpoint.
*/ inline bool NumberOfSamplesHasBeenSet() const { return m_numberOfSamplesHasBeenSet; } /** *The number of samples to be used for analysis by the Kernal SHAP algorithm. *
The number of samples determines the size of the synthetic * dataset, which has an impact on latency of explainability requests. For more * information, see the Synthetic data of Configure * and create an endpoint.
*/ inline void SetNumberOfSamples(int value) { m_numberOfSamplesHasBeenSet = true; m_numberOfSamples = value; } /** *The number of samples to be used for analysis by the Kernal SHAP algorithm. *
The number of samples determines the size of the synthetic * dataset, which has an impact on latency of explainability requests. For more * information, see the Synthetic data of Configure * and create an endpoint.
*/ inline ClarifyShapConfig& WithNumberOfSamples(int value) { SetNumberOfSamples(value); return *this;} /** *A Boolean toggle to indicate if you want to use the logit function (true) or * log-odds units (false) for model predictions. Defaults to false.
*/ inline bool GetUseLogit() const{ return m_useLogit; } /** *A Boolean toggle to indicate if you want to use the logit function (true) or * log-odds units (false) for model predictions. Defaults to false.
*/ inline bool UseLogitHasBeenSet() const { return m_useLogitHasBeenSet; } /** *A Boolean toggle to indicate if you want to use the logit function (true) or * log-odds units (false) for model predictions. Defaults to false.
*/ inline void SetUseLogit(bool value) { m_useLogitHasBeenSet = true; m_useLogit = value; } /** *A Boolean toggle to indicate if you want to use the logit function (true) or * log-odds units (false) for model predictions. Defaults to false.
*/ inline ClarifyShapConfig& WithUseLogit(bool value) { SetUseLogit(value); return *this;} /** *The starting value used to initialize the random number generator in the * explainer. Provide a value for this parameter to obtain a deterministic SHAP * result.
*/ inline int GetSeed() const{ return m_seed; } /** *The starting value used to initialize the random number generator in the * explainer. Provide a value for this parameter to obtain a deterministic SHAP * result.
*/ inline bool SeedHasBeenSet() const { return m_seedHasBeenSet; } /** *The starting value used to initialize the random number generator in the * explainer. Provide a value for this parameter to obtain a deterministic SHAP * result.
*/ inline void SetSeed(int value) { m_seedHasBeenSet = true; m_seed = value; } /** *The starting value used to initialize the random number generator in the * explainer. Provide a value for this parameter to obtain a deterministic SHAP * result.
*/ inline ClarifyShapConfig& WithSeed(int value) { SetSeed(value); return *this;} /** *A parameter that indicates if text features are treated as text and * explanations are provided for individual units of text. Required for natural * language processing (NLP) explainability only.
*/ inline const ClarifyTextConfig& GetTextConfig() const{ return m_textConfig; } /** *A parameter that indicates if text features are treated as text and * explanations are provided for individual units of text. Required for natural * language processing (NLP) explainability only.
*/ inline bool TextConfigHasBeenSet() const { return m_textConfigHasBeenSet; } /** *A parameter that indicates if text features are treated as text and * explanations are provided for individual units of text. Required for natural * language processing (NLP) explainability only.
*/ inline void SetTextConfig(const ClarifyTextConfig& value) { m_textConfigHasBeenSet = true; m_textConfig = value; } /** *A parameter that indicates if text features are treated as text and * explanations are provided for individual units of text. Required for natural * language processing (NLP) explainability only.
*/ inline void SetTextConfig(ClarifyTextConfig&& value) { m_textConfigHasBeenSet = true; m_textConfig = std::move(value); } /** *A parameter that indicates if text features are treated as text and * explanations are provided for individual units of text. Required for natural * language processing (NLP) explainability only.
*/ inline ClarifyShapConfig& WithTextConfig(const ClarifyTextConfig& value) { SetTextConfig(value); return *this;} /** *A parameter that indicates if text features are treated as text and * explanations are provided for individual units of text. Required for natural * language processing (NLP) explainability only.
*/ inline ClarifyShapConfig& WithTextConfig(ClarifyTextConfig&& value) { SetTextConfig(std::move(value)); return *this;} private: ClarifyShapBaselineConfig m_shapBaselineConfig; bool m_shapBaselineConfigHasBeenSet = false; int m_numberOfSamples; bool m_numberOfSamplesHasBeenSet = false; bool m_useLogit; bool m_useLogitHasBeenSet = false; int m_seed; bool m_seedHasBeenSet = false; ClarifyTextConfig m_textConfig; bool m_textConfigHasBeenSet = false; }; } // namespace Model } // namespace SageMaker } // namespace Aws