amazonka-sagemaker-2.0: gen/Amazonka/SageMaker/Types/ClarifyExplainerConfig.hs
{-# LANGUAGE DeriveGeneric #-}
{-# LANGUAGE DuplicateRecordFields #-}
{-# LANGUAGE NamedFieldPuns #-}
{-# LANGUAGE OverloadedStrings #-}
{-# LANGUAGE RecordWildCards #-}
{-# LANGUAGE StrictData #-}
{-# LANGUAGE NoImplicitPrelude #-}
{-# OPTIONS_GHC -fno-warn-unused-imports #-}
{-# OPTIONS_GHC -fno-warn-unused-matches #-}
-- Derived from AWS service descriptions, licensed under Apache 2.0.
-- |
-- Module : Amazonka.SageMaker.Types.ClarifyExplainerConfig
-- Copyright : (c) 2013-2023 Brendan Hay
-- License : Mozilla Public License, v. 2.0.
-- Maintainer : Brendan Hay
-- Stability : auto-generated
-- Portability : non-portable (GHC extensions)
module Amazonka.SageMaker.Types.ClarifyExplainerConfig where
import qualified Amazonka.Core as Core
import qualified Amazonka.Core.Lens.Internal as Lens
import qualified Amazonka.Data as Data
import qualified Amazonka.Prelude as Prelude
import Amazonka.SageMaker.Types.ClarifyInferenceConfig
import Amazonka.SageMaker.Types.ClarifyShapConfig
-- | The configuration parameters for the SageMaker Clarify explainer.
--
-- /See:/ 'newClarifyExplainerConfig' smart constructor.
data ClarifyExplainerConfig = ClarifyExplainerConfig'
{ -- | A JMESPath boolean expression used to filter which records to explain.
-- Explanations are activated by default. See
-- <https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-online-explainability-create-endpoint.html#clarify-online-explainability-create-endpoint-enable EnableExplanations>
-- for additional information.
enableExplanations :: Prelude.Maybe Prelude.Text,
-- | The inference configuration parameter for the model container.
inferenceConfig :: Prelude.Maybe ClarifyInferenceConfig,
-- | The configuration for SHAP analysis.
shapConfig :: ClarifyShapConfig
}
deriving (Prelude.Eq, Prelude.Read, Prelude.Show, Prelude.Generic)
-- |
-- Create a value of 'ClarifyExplainerConfig' with all optional fields omitted.
--
-- Use <https://hackage.haskell.org/package/generic-lens generic-lens> or <https://hackage.haskell.org/package/optics optics> to modify other optional fields.
--
-- The following record fields are available, with the corresponding lenses provided
-- for backwards compatibility:
--
-- 'enableExplanations', 'clarifyExplainerConfig_enableExplanations' - A JMESPath boolean expression used to filter which records to explain.
-- Explanations are activated by default. See
-- <https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-online-explainability-create-endpoint.html#clarify-online-explainability-create-endpoint-enable EnableExplanations>
-- for additional information.
--
-- 'inferenceConfig', 'clarifyExplainerConfig_inferenceConfig' - The inference configuration parameter for the model container.
--
-- 'shapConfig', 'clarifyExplainerConfig_shapConfig' - The configuration for SHAP analysis.
newClarifyExplainerConfig ::
-- | 'shapConfig'
ClarifyShapConfig ->
ClarifyExplainerConfig
newClarifyExplainerConfig pShapConfig_ =
ClarifyExplainerConfig'
{ enableExplanations =
Prelude.Nothing,
inferenceConfig = Prelude.Nothing,
shapConfig = pShapConfig_
}
-- | A JMESPath boolean expression used to filter which records to explain.
-- Explanations are activated by default. See
-- <https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-online-explainability-create-endpoint.html#clarify-online-explainability-create-endpoint-enable EnableExplanations>
-- for additional information.
clarifyExplainerConfig_enableExplanations :: Lens.Lens' ClarifyExplainerConfig (Prelude.Maybe Prelude.Text)
clarifyExplainerConfig_enableExplanations = Lens.lens (\ClarifyExplainerConfig' {enableExplanations} -> enableExplanations) (\s@ClarifyExplainerConfig' {} a -> s {enableExplanations = a} :: ClarifyExplainerConfig)
-- | The inference configuration parameter for the model container.
clarifyExplainerConfig_inferenceConfig :: Lens.Lens' ClarifyExplainerConfig (Prelude.Maybe ClarifyInferenceConfig)
clarifyExplainerConfig_inferenceConfig = Lens.lens (\ClarifyExplainerConfig' {inferenceConfig} -> inferenceConfig) (\s@ClarifyExplainerConfig' {} a -> s {inferenceConfig = a} :: ClarifyExplainerConfig)
-- | The configuration for SHAP analysis.
clarifyExplainerConfig_shapConfig :: Lens.Lens' ClarifyExplainerConfig ClarifyShapConfig
clarifyExplainerConfig_shapConfig = Lens.lens (\ClarifyExplainerConfig' {shapConfig} -> shapConfig) (\s@ClarifyExplainerConfig' {} a -> s {shapConfig = a} :: ClarifyExplainerConfig)
instance Data.FromJSON ClarifyExplainerConfig where
parseJSON =
Data.withObject
"ClarifyExplainerConfig"
( \x ->
ClarifyExplainerConfig'
Prelude.<$> (x Data..:? "EnableExplanations")
Prelude.<*> (x Data..:? "InferenceConfig")
Prelude.<*> (x Data..: "ShapConfig")
)
instance Prelude.Hashable ClarifyExplainerConfig where
hashWithSalt _salt ClarifyExplainerConfig' {..} =
_salt
`Prelude.hashWithSalt` enableExplanations
`Prelude.hashWithSalt` inferenceConfig
`Prelude.hashWithSalt` shapConfig
instance Prelude.NFData ClarifyExplainerConfig where
rnf ClarifyExplainerConfig' {..} =
Prelude.rnf enableExplanations
`Prelude.seq` Prelude.rnf inferenceConfig
`Prelude.seq` Prelude.rnf shapConfig
instance Data.ToJSON ClarifyExplainerConfig where
toJSON ClarifyExplainerConfig' {..} =
Data.object
( Prelude.catMaybes
[ ("EnableExplanations" Data..=)
Prelude.<$> enableExplanations,
("InferenceConfig" Data..=)
Prelude.<$> inferenceConfig,
Prelude.Just ("ShapConfig" Data..= shapConfig)
]
)