Copyright	(c) 2013-2021 Brendan Hay
License	Mozilla Public License, v. 2.0.
Maintainer	Brendan Hay <brendan.g.hay+amazonka@gmail.com>
Stability	auto-generated
Portability	non-portable (GHC extensions)
Safe Haskell	None

Amazonka.Personalize.Types.SolutionConfig

Description

Documentation

data SolutionConfig Source #

Describes the configuration properties for the solution.

See: newSolutionConfig smart constructor.

Constructors

SolutionConfig'

Fields

featureTransformationParameters :: Maybe (HashMap Text Text)
Lists the feature transformation parameters.
hpoConfig :: Maybe HPOConfig
Describes the properties for hyperparameter optimization (HPO).
eventValueThreshold :: Maybe Text
Only events with a value greater than or equal to this threshold are used for training a model.
autoMLConfig :: Maybe AutoMLConfig
The AutoMLConfig object containing a list of recipes to search when AutoML is performed.
algorithmHyperParameters :: Maybe (HashMap Text Text)
Lists the hyperparameter names and ranges.
optimizationObjective :: Maybe OptimizationObjective
Describes the additional objective for the solution, such as maximizing streaming minutes or increasing revenue. For more information see Optimizing a solution.

Instances

Instances details

Eq SolutionConfig Source #
Instance details Defined in Amazonka.Personalize.Types.SolutionConfig Methods (==) :: SolutionConfig -> SolutionConfig -> Bool # (/=) :: SolutionConfig -> SolutionConfig -> Bool #
Read SolutionConfig Source #
Instance details Defined in Amazonka.Personalize.Types.SolutionConfig Methods readsPrec :: Int -> ReadS SolutionConfig # readList :: ReadS [SolutionConfig] # readPrec :: ReadPrec SolutionConfig # readListPrec :: ReadPrec [SolutionConfig] #
Show SolutionConfig Source #
Instance details Defined in Amazonka.Personalize.Types.SolutionConfig Methods showsPrec :: Int -> SolutionConfig -> ShowS # show :: SolutionConfig -> String # showList :: [SolutionConfig] -> ShowS #
Generic SolutionConfig Source #
Instance details Defined in Amazonka.Personalize.Types.SolutionConfig Associated Types type Rep SolutionConfig :: Type -> Type # Methods from :: SolutionConfig -> Rep SolutionConfig x # to :: Rep SolutionConfig x -> SolutionConfig #
NFData SolutionConfig Source #
Instance details Defined in Amazonka.Personalize.Types.SolutionConfig Methods rnf :: SolutionConfig -> () #
Hashable SolutionConfig Source #
Instance details Defined in Amazonka.Personalize.Types.SolutionConfig Methods hashWithSalt :: Int -> SolutionConfig -> Int # hash :: SolutionConfig -> Int #
ToJSON SolutionConfig Source #
Instance details Defined in Amazonka.Personalize.Types.SolutionConfig Methods toJSON :: SolutionConfig -> Value # toEncoding :: SolutionConfig -> Encoding # toJSONList :: [SolutionConfig] -> Value # toEncodingList :: [SolutionConfig] -> Encoding #
FromJSON SolutionConfig Source #
Instance details Defined in Amazonka.Personalize.Types.SolutionConfig Methods parseJSON :: Value -> Parser SolutionConfig # parseJSONList :: Value -> Parser [SolutionConfig] #
type Rep SolutionConfig Source #
Instance details Defined in Amazonka.Personalize.Types.SolutionConfig type Rep SolutionConfig = D1 ('MetaData "SolutionConfig" "Amazonka.Personalize.Types.SolutionConfig" "libZSservicesZSamazonka-personalizeZSamazonka-personalize" 'False) (C1 ('MetaCons "SolutionConfig'" 'PrefixI 'True) ((S1 ('MetaSel ('Just "featureTransformationParameters") 'NoSourceUnpackedness 'NoSourceStrictness 'DecidedStrict) (Rec0 (Maybe (HashMap Text Text))) :: (S1 ('MetaSel ('Just "hpoConfig") 'NoSourceUnpackedness 'NoSourceStrictness 'DecidedStrict) (Rec0 (Maybe HPOConfig)) :: S1 ('MetaSel ('Just "eventValueThreshold") 'NoSourceUnpackedness 'NoSourceStrictness 'DecidedStrict) (Rec0 (Maybe Text)))) :: (S1 ('MetaSel ('Just "autoMLConfig") 'NoSourceUnpackedness 'NoSourceStrictness 'DecidedStrict) (Rec0 (Maybe AutoMLConfig)) :: (S1 ('MetaSel ('Just "algorithmHyperParameters") 'NoSourceUnpackedness 'NoSourceStrictness 'DecidedStrict) (Rec0 (Maybe (HashMap Text Text))) :*: S1 ('MetaSel ('Just "optimizationObjective") 'NoSourceUnpackedness 'NoSourceStrictness 'DecidedStrict) (Rec0 (Maybe OptimizationObjective))))))

newSolutionConfig :: SolutionConfig Source #

Create a value of SolutionConfig with all optional fields omitted.

Use generic-lens or optics to modify other optional fields.

The following record fields are available, with the corresponding lenses provided for backwards compatibility:

$sel:featureTransformationParameters:SolutionConfig', solutionConfig_featureTransformationParameters - Lists the feature transformation parameters.

$sel:hpoConfig:SolutionConfig', solutionConfig_hpoConfig - Describes the properties for hyperparameter optimization (HPO).

$sel:eventValueThreshold:SolutionConfig', solutionConfig_eventValueThreshold - Only events with a value greater than or equal to this threshold are used for training a model.

$sel:autoMLConfig:SolutionConfig', solutionConfig_autoMLConfig - The AutoMLConfig object containing a list of recipes to search when AutoML is performed.

$sel:algorithmHyperParameters:SolutionConfig', solutionConfig_algorithmHyperParameters - Lists the hyperparameter names and ranges.

$sel:optimizationObjective:SolutionConfig', solutionConfig_optimizationObjective - Describes the additional objective for the solution, such as maximizing streaming minutes or increasing revenue. For more information see Optimizing a solution.

solutionConfig_featureTransformationParameters :: Lens' SolutionConfig (Maybe (HashMap Text Text)) Source #

Lists the feature transformation parameters.

solutionConfig_hpoConfig :: Lens' SolutionConfig (Maybe HPOConfig) Source #

Describes the properties for hyperparameter optimization (HPO).

solutionConfig_eventValueThreshold :: Lens' SolutionConfig (Maybe Text) Source #

Only events with a value greater than or equal to this threshold are used for training a model.

solutionConfig_autoMLConfig :: Lens' SolutionConfig (Maybe AutoMLConfig) Source #

The AutoMLConfig object containing a list of recipes to search when AutoML is performed.

solutionConfig_algorithmHyperParameters :: Lens' SolutionConfig (Maybe (HashMap Text Text)) Source #

Lists the hyperparameter names and ranges.

solutionConfig_optimizationObjective :: Lens' SolutionConfig (Maybe OptimizationObjective) Source #

Describes the additional objective for the solution, such as maximizing streaming minutes or increasing revenue. For more information see Optimizing a solution.