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.SageMaker.Types.ParameterRanges

Description

Documentation

data ParameterRanges Source #

Specifies ranges of integer, continuous, and categorical hyperparameters that a hyperparameter tuning job searches. The hyperparameter tuning job launches training jobs with hyperparameter values within these ranges to find the combination of values that result in the training job with the best performance as measured by the objective metric of the hyperparameter tuning job.

You can specify a maximum of 20 hyperparameters that a hyperparameter tuning job can search over. Every possible value of a categorical parameter range counts against this limit.

See: newParameterRanges smart constructor.

Constructors

ParameterRanges'

Fields

categoricalParameterRanges :: Maybe [CategoricalParameterRange]
The array of CategoricalParameterRange objects that specify ranges of categorical hyperparameters that a hyperparameter tuning job searches.
integerParameterRanges :: Maybe [IntegerParameterRange]
The array of IntegerParameterRange objects that specify ranges of integer hyperparameters that a hyperparameter tuning job searches.
continuousParameterRanges :: Maybe [ContinuousParameterRange]
The array of ContinuousParameterRange objects that specify ranges of continuous hyperparameters that a hyperparameter tuning job searches.

Instances

Instances details

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

newParameterRanges :: ParameterRanges Source #

Create a value of ParameterRanges 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:categoricalParameterRanges:ParameterRanges', parameterRanges_categoricalParameterRanges - The array of CategoricalParameterRange objects that specify ranges of categorical hyperparameters that a hyperparameter tuning job searches.

$sel:integerParameterRanges:ParameterRanges', parameterRanges_integerParameterRanges - The array of IntegerParameterRange objects that specify ranges of integer hyperparameters that a hyperparameter tuning job searches.

$sel:continuousParameterRanges:ParameterRanges', parameterRanges_continuousParameterRanges - The array of ContinuousParameterRange objects that specify ranges of continuous hyperparameters that a hyperparameter tuning job searches.

parameterRanges_categoricalParameterRanges :: Lens' ParameterRanges (Maybe [CategoricalParameterRange]) Source #

The array of CategoricalParameterRange objects that specify ranges of categorical hyperparameters that a hyperparameter tuning job searches.

parameterRanges_integerParameterRanges :: Lens' ParameterRanges (Maybe [IntegerParameterRange]) Source #

The array of IntegerParameterRange objects that specify ranges of integer hyperparameters that a hyperparameter tuning job searches.

parameterRanges_continuousParameterRanges :: Lens' ParameterRanges (Maybe [ContinuousParameterRange]) Source #

The array of ContinuousParameterRange objects that specify ranges of continuous hyperparameters that a hyperparameter tuning job searches.