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.ContinuousParameterRange

Description

Documentation

data ContinuousParameterRange Source #

A list of continuous hyperparameters to tune.

See: newContinuousParameterRange smart constructor.

Constructors

ContinuousParameterRange'

Fields

scalingType :: Maybe HyperParameterScalingType
The scale that hyperparameter tuning uses to search the hyperparameter range. For information about choosing a hyperparameter scale, see Hyperparameter Scaling. One of the following values:
Auto
Amazon SageMaker hyperparameter tuning chooses the best scale for the hyperparameter.
Linear
Hyperparameter tuning searches the values in the hyperparameter range by using a linear scale.
Logarithmic
Hyperparameter tuning searches the values in the hyperparameter range by using a logarithmic scale.
Logarithmic scaling works only for ranges that have only values greater than 0.
ReverseLogarithmic
Hyperparameter tuning searches the values in the hyperparameter range by using a reverse logarithmic scale.
Reverse logarithmic scaling works only for ranges that are entirely within the range 0<=x<1.0.
name :: Text
The name of the continuous hyperparameter to tune.
minValue :: Text
The minimum value for the hyperparameter. The tuning job uses floating-point values between this value and MaxValuefor tuning.
maxValue :: Text
The maximum value for the hyperparameter. The tuning job uses floating-point values between MinValue value and this value for tuning.

Instances

Instances details

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

newContinuousParameterRange Source #

Arguments

:: Text	`$sel:name:ContinuousParameterRange'`
-> Text	`$sel:minValue:ContinuousParameterRange'`
-> Text	`$sel:maxValue:ContinuousParameterRange'`
-> ContinuousParameterRange

Create a value of ContinuousParameterRange 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:scalingType:ContinuousParameterRange', continuousParameterRange_scalingType - The scale that hyperparameter tuning uses to search the hyperparameter range. For information about choosing a hyperparameter scale, see Hyperparameter Scaling. One of the following values:

Auto: Amazon SageMaker hyperparameter tuning chooses the best scale for the hyperparameter.
Linear: Hyperparameter tuning searches the values in the hyperparameter range by using a linear scale.
Logarithmic: Hyperparameter tuning searches the values in the hyperparameter range by using a logarithmic scale.
Logarithmic scaling works only for ranges that have only values greater than 0.
ReverseLogarithmic: Hyperparameter tuning searches the values in the hyperparameter range by using a reverse logarithmic scale.
Reverse logarithmic scaling works only for ranges that are entirely within the range 0<=x<1.0.

$sel:name:ContinuousParameterRange', continuousParameterRange_name - The name of the continuous hyperparameter to tune.

$sel:minValue:ContinuousParameterRange', continuousParameterRange_minValue - The minimum value for the hyperparameter. The tuning job uses floating-point values between this value and MaxValuefor tuning.

$sel:maxValue:ContinuousParameterRange', continuousParameterRange_maxValue - The maximum value for the hyperparameter. The tuning job uses floating-point values between MinValue value and this value for tuning.

continuousParameterRange_scalingType :: Lens' ContinuousParameterRange (Maybe HyperParameterScalingType) Source #

The scale that hyperparameter tuning uses to search the hyperparameter range. For information about choosing a hyperparameter scale, see Hyperparameter Scaling. One of the following values:

Auto: Amazon SageMaker hyperparameter tuning chooses the best scale for the hyperparameter.
Linear: Hyperparameter tuning searches the values in the hyperparameter range by using a linear scale.
Logarithmic: Hyperparameter tuning searches the values in the hyperparameter range by using a logarithmic scale.
Logarithmic scaling works only for ranges that have only values greater than 0.
ReverseLogarithmic: Hyperparameter tuning searches the values in the hyperparameter range by using a reverse logarithmic scale.
Reverse logarithmic scaling works only for ranges that are entirely within the range 0<=x<1.0.

continuousParameterRange_name :: Lens' ContinuousParameterRange Text Source #

The name of the continuous hyperparameter to tune.

continuousParameterRange_minValue :: Lens' ContinuousParameterRange Text Source #

The minimum value for the hyperparameter. The tuning job uses floating-point values between this value and MaxValuefor tuning.

continuousParameterRange_maxValue :: Lens' ContinuousParameterRange Text Source #

The maximum value for the hyperparameter. The tuning job uses floating-point values between MinValue value and this value for tuning.