ContinuousParameterRange - Amazon SageMaker

ContinuousParameterRange

A list of continuous hyperparameters to tune.

Contents

MaxValue

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

Type: String

Length Constraints: Maximum length of 256.

Pattern: .*

Required: Yes

MinValue

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

Type: String

Length Constraints: Maximum length of 256.

Pattern: .*

Required: Yes

Name

The name of the continuous hyperparameter to tune.

Type: String

Length Constraints: Maximum length of 256.

Pattern: .*

Required: Yes

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.

Type: String

Valid Values: Auto | Linear | Logarithmic | ReverseLogarithmic

Required: No

See Also

For more information about using this API in one of the language-specific AWS SDKs, see the following: