ContinuousParameterRange
A list of continuous hyperparameters to tune.
Contents
- MaxValue
-
The maximum value for the hyperparameter. The tuning job uses floating-point values between
MinValuevalue 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 | ReverseLogarithmicRequired: No
See Also
For more information about using this API in one of the language-specific Amazon SDKs, see the following: