amazonka-sagemaker-2.0: gen/Amazonka/SageMaker/Types/ClarifyTextConfig.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.ClarifyTextConfig
-- 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.ClarifyTextConfig 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.ClarifyTextGranularity
import Amazonka.SageMaker.Types.ClarifyTextLanguage
-- | A parameter used to configure the SageMaker Clarify explainer to treat
-- text features as text so that explanations are provided for individual
-- units of text. Required only for natural language processing (NLP)
-- explainability.
--
-- /See:/ 'newClarifyTextConfig' smart constructor.
data ClarifyTextConfig = ClarifyTextConfig'
{ -- | Specifies the language of the text features in
-- <%20https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes ISO 639-1> or
-- <https://en.wikipedia.org/wiki/ISO_639-3 ISO 639-3> code of a supported
-- language.
--
-- For a mix of multiple languages, use code @\'xx\'@.
language :: ClarifyTextLanguage,
-- | The unit of granularity for the analysis of text features. For example,
-- if the unit is @\'token\'@, then each token (like a word in English) of
-- the text is treated as a feature. SHAP values are computed for each
-- unit\/feature.
granularity :: ClarifyTextGranularity
}
deriving (Prelude.Eq, Prelude.Read, Prelude.Show, Prelude.Generic)
-- |
-- Create a value of 'ClarifyTextConfig' 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:
--
-- 'language', 'clarifyTextConfig_language' - Specifies the language of the text features in
-- <%20https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes ISO 639-1> or
-- <https://en.wikipedia.org/wiki/ISO_639-3 ISO 639-3> code of a supported
-- language.
--
-- For a mix of multiple languages, use code @\'xx\'@.
--
-- 'granularity', 'clarifyTextConfig_granularity' - The unit of granularity for the analysis of text features. For example,
-- if the unit is @\'token\'@, then each token (like a word in English) of
-- the text is treated as a feature. SHAP values are computed for each
-- unit\/feature.
newClarifyTextConfig ::
-- | 'language'
ClarifyTextLanguage ->
-- | 'granularity'
ClarifyTextGranularity ->
ClarifyTextConfig
newClarifyTextConfig pLanguage_ pGranularity_ =
ClarifyTextConfig'
{ language = pLanguage_,
granularity = pGranularity_
}
-- | Specifies the language of the text features in
-- <%20https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes ISO 639-1> or
-- <https://en.wikipedia.org/wiki/ISO_639-3 ISO 639-3> code of a supported
-- language.
--
-- For a mix of multiple languages, use code @\'xx\'@.
clarifyTextConfig_language :: Lens.Lens' ClarifyTextConfig ClarifyTextLanguage
clarifyTextConfig_language = Lens.lens (\ClarifyTextConfig' {language} -> language) (\s@ClarifyTextConfig' {} a -> s {language = a} :: ClarifyTextConfig)
-- | The unit of granularity for the analysis of text features. For example,
-- if the unit is @\'token\'@, then each token (like a word in English) of
-- the text is treated as a feature. SHAP values are computed for each
-- unit\/feature.
clarifyTextConfig_granularity :: Lens.Lens' ClarifyTextConfig ClarifyTextGranularity
clarifyTextConfig_granularity = Lens.lens (\ClarifyTextConfig' {granularity} -> granularity) (\s@ClarifyTextConfig' {} a -> s {granularity = a} :: ClarifyTextConfig)
instance Data.FromJSON ClarifyTextConfig where
parseJSON =
Data.withObject
"ClarifyTextConfig"
( \x ->
ClarifyTextConfig'
Prelude.<$> (x Data..: "Language")
Prelude.<*> (x Data..: "Granularity")
)
instance Prelude.Hashable ClarifyTextConfig where
hashWithSalt _salt ClarifyTextConfig' {..} =
_salt
`Prelude.hashWithSalt` language
`Prelude.hashWithSalt` granularity
instance Prelude.NFData ClarifyTextConfig where
rnf ClarifyTextConfig' {..} =
Prelude.rnf language
`Prelude.seq` Prelude.rnf granularity
instance Data.ToJSON ClarifyTextConfig where
toJSON ClarifyTextConfig' {..} =
Data.object
( Prelude.catMaybes
[ Prelude.Just ("Language" Data..= language),
Prelude.Just ("Granularity" Data..= granularity)
]
)