Amazonka.SageMaker.Types.ContinuousParameterRange

Documentation

data ContinuousParameterRange

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

  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

FromJSON ContinuousParameterRange

Defined in Amazonka.SageMaker.Types.ContinuousParameterRange

Methods

parseJSON :: Value -> Parser ContinuousParameterRange

parseJSONList :: Value -> Parser [ContinuousParameterRange]

ToJSON ContinuousParameterRange

Defined in Amazonka.SageMaker.Types.ContinuousParameterRange

Methods

toJSON :: ContinuousParameterRange -> Value

toEncoding :: ContinuousParameterRange -> Encoding

toJSONList :: [ContinuousParameterRange] -> Value

toEncodingList :: [ContinuousParameterRange] -> Encoding

Generic ContinuousParameterRange

Defined in Amazonka.SageMaker.Types.ContinuousParameterRange

Associated Types

type Rep ContinuousParameterRange :: Type -> Type

Methods

from :: ContinuousParameterRange -> Rep ContinuousParameterRange x

to :: Rep ContinuousParameterRange x -> ContinuousParameterRange

Read ContinuousParameterRange

Defined in Amazonka.SageMaker.Types.ContinuousParameterRange

Methods

readsPrec :: Int -> ReadS ContinuousParameterRange

readList :: ReadS [ContinuousParameterRange]

readPrec :: ReadPrec ContinuousParameterRange

readListPrec :: ReadPrec [ContinuousParameterRange]

Show ContinuousParameterRange

Defined in Amazonka.SageMaker.Types.ContinuousParameterRange

Methods

showsPrec :: Int -> ContinuousParameterRange -> ShowS

show :: ContinuousParameterRange -> String

showList :: [ContinuousParameterRange] -> ShowS

NFData ContinuousParameterRange

Defined in Amazonka.SageMaker.Types.ContinuousParameterRange

Methods

rnf :: ContinuousParameterRange -> ()

Eq ContinuousParameterRange

Defined in Amazonka.SageMaker.Types.ContinuousParameterRange

Methods

(==) :: ContinuousParameterRange -> ContinuousParameterRange -> Bool

(/=) :: ContinuousParameterRange -> ContinuousParameterRange -> Bool

Hashable ContinuousParameterRange

Defined in Amazonka.SageMaker.Types.ContinuousParameterRange

Methods

hashWithSalt :: Int -> ContinuousParameterRange -> Int

hash :: ContinuousParameterRange -> Int

type Rep ContinuousParameterRange

Defined in Amazonka.SageMaker.Types.ContinuousParameterRange

type Rep ContinuousParameterRange = D1 ('MetaData "ContinuousParameterRange" "Amazonka.SageMaker.Types.ContinuousParameterRange" "amazonka-sagemaker-2.0-9SyrKZ4KqhsL1qX9u3ILA3" '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

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

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)

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

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

The name of the continuous hyperparameter to tune.

continuousParameterRange_minValue :: Lens' ContinuousParameterRange Text

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

continuousParameterRange_maxValue :: Lens' ContinuousParameterRange Text

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