Copyright	(c) 2013-2023 Brendan Hay
License	Mozilla Public License, v. 2.0.
Maintainer	Brendan Hay
Stability	auto-generated
Portability	non-portable (GHC extensions)
Safe Haskell	Safe-Inferred
Language	Haskell2010

Amazonka.SageMaker.Types.HyperParameterTuningJobStrategyConfig

Description

Synopsis

Documentation

data HyperParameterTuningJobStrategyConfig Source #

The configuration for a training job launched by a hyperparameter tuning job. Choose Bayesian for Bayesian optimization, and Random for random search optimization. For more advanced use cases, use Hyperband, which evaluates objective metrics for training jobs after every epoch. For more information about strategies, see How Hyperparameter Tuning Works.

See: newHyperParameterTuningJobStrategyConfig smart constructor.

Constructors

HyperParameterTuningJobStrategyConfig'
Fields hyperbandStrategyConfig :: Maybe HyperbandStrategyConfig The configuration for the object that specifies the `Hyperband` strategy. This parameter is only supported for the `Hyperband` selection for `Strategy` within the `HyperParameterTuningJobConfig` API.

Instances

Instances details

FromJSON HyperParameterTuningJobStrategyConfig Source #
Instance details Defined in Amazonka.SageMaker.Types.HyperParameterTuningJobStrategyConfig Methods parseJSON :: Value -> Parser HyperParameterTuningJobStrategyConfig # parseJSONList :: Value -> Parser [HyperParameterTuningJobStrategyConfig] #
ToJSON HyperParameterTuningJobStrategyConfig Source #
Instance details Defined in Amazonka.SageMaker.Types.HyperParameterTuningJobStrategyConfig Methods toJSON :: HyperParameterTuningJobStrategyConfig -> Value # toEncoding :: HyperParameterTuningJobStrategyConfig -> Encoding # toJSONList :: [HyperParameterTuningJobStrategyConfig] -> Value # toEncodingList :: [HyperParameterTuningJobStrategyConfig] -> Encoding #
Generic HyperParameterTuningJobStrategyConfig Source #
Instance details Defined in Amazonka.SageMaker.Types.HyperParameterTuningJobStrategyConfig Associated Types type Rep HyperParameterTuningJobStrategyConfig :: Type -> Type # Methods from :: HyperParameterTuningJobStrategyConfig -> Rep HyperParameterTuningJobStrategyConfig x # to :: Rep HyperParameterTuningJobStrategyConfig x -> HyperParameterTuningJobStrategyConfig #
Read HyperParameterTuningJobStrategyConfig Source #
Instance details Defined in Amazonka.SageMaker.Types.HyperParameterTuningJobStrategyConfig Methods readsPrec :: Int -> ReadS HyperParameterTuningJobStrategyConfig # readList :: ReadS [HyperParameterTuningJobStrategyConfig] # readPrec :: ReadPrec HyperParameterTuningJobStrategyConfig # readListPrec :: ReadPrec [HyperParameterTuningJobStrategyConfig] #
Show HyperParameterTuningJobStrategyConfig Source #
Instance details Defined in Amazonka.SageMaker.Types.HyperParameterTuningJobStrategyConfig Methods showsPrec :: Int -> HyperParameterTuningJobStrategyConfig -> ShowS # show :: HyperParameterTuningJobStrategyConfig -> String # showList :: [HyperParameterTuningJobStrategyConfig] -> ShowS #
NFData HyperParameterTuningJobStrategyConfig Source #
Instance details Defined in Amazonka.SageMaker.Types.HyperParameterTuningJobStrategyConfig Methods rnf :: HyperParameterTuningJobStrategyConfig -> () #
Eq HyperParameterTuningJobStrategyConfig Source #
Instance details Defined in Amazonka.SageMaker.Types.HyperParameterTuningJobStrategyConfig Methods (==) :: HyperParameterTuningJobStrategyConfig -> HyperParameterTuningJobStrategyConfig -> Bool # (/=) :: HyperParameterTuningJobStrategyConfig -> HyperParameterTuningJobStrategyConfig -> Bool #
Hashable HyperParameterTuningJobStrategyConfig Source #
Instance details Defined in Amazonka.SageMaker.Types.HyperParameterTuningJobStrategyConfig Methods hashWithSalt :: Int -> HyperParameterTuningJobStrategyConfig -> Int # hash :: HyperParameterTuningJobStrategyConfig -> Int #
type Rep HyperParameterTuningJobStrategyConfig Source #
Instance details Defined in Amazonka.SageMaker.Types.HyperParameterTuningJobStrategyConfig type Rep HyperParameterTuningJobStrategyConfig = D1 ('MetaData "HyperParameterTuningJobStrategyConfig" "Amazonka.SageMaker.Types.HyperParameterTuningJobStrategyConfig" "amazonka-sagemaker-2.0-9SyrKZ4KqhsL1qX9u3ILA3" 'False) (C1 ('MetaCons "HyperParameterTuningJobStrategyConfig'" 'PrefixI 'True) (S1 ('MetaSel ('Just "hyperbandStrategyConfig") 'NoSourceUnpackedness 'NoSourceStrictness 'DecidedStrict) (Rec0 (Maybe HyperbandStrategyConfig))))

newHyperParameterTuningJobStrategyConfig :: HyperParameterTuningJobStrategyConfig Source #

Create a value of HyperParameterTuningJobStrategyConfig 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:hyperbandStrategyConfig:HyperParameterTuningJobStrategyConfig', hyperParameterTuningJobStrategyConfig_hyperbandStrategyConfig - The configuration for the object that specifies the Hyperband strategy. This parameter is only supported for the Hyperband selection for Strategy within the HyperParameterTuningJobConfig API.

hyperParameterTuningJobStrategyConfig_hyperbandStrategyConfig :: Lens' HyperParameterTuningJobStrategyConfig (Maybe HyperbandStrategyConfig) Source #

The configuration for the object that specifies the Hyperband strategy. This parameter is only supported for the Hyperband selection for Strategy within the HyperParameterTuningJobConfig API.