class Aws::SageMaker::Types::ParameterRanges
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.
<note markdown=“1”> 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.
</note>
@note When making an API call, you may pass ParameterRanges
data as a hash: { integer_parameter_ranges: [ { name: "ParameterKey", # required min_value: "ParameterValue", # required max_value: "ParameterValue", # required scaling_type: "Auto", # accepts Auto, Linear, Logarithmic, ReverseLogarithmic }, ], continuous_parameter_ranges: [ { name: "ParameterKey", # required min_value: "ParameterValue", # required max_value: "ParameterValue", # required scaling_type: "Auto", # accepts Auto, Linear, Logarithmic, ReverseLogarithmic }, ], categorical_parameter_ranges: [ { name: "ParameterKey", # required values: ["ParameterValue"], # required }, ], }
@!attribute [rw] integer_parameter_ranges
The array of IntegerParameterRange objects that specify ranges of integer hyperparameters that a hyperparameter tuning job searches. @return [Array<Types::IntegerParameterRange>]
@!attribute [rw] continuous_parameter_ranges
The array of ContinuousParameterRange objects that specify ranges of continuous hyperparameters that a hyperparameter tuning job searches. @return [Array<Types::ContinuousParameterRange>]
@!attribute [rw] categorical_parameter_ranges
The array of CategoricalParameterRange objects that specify ranges of categorical hyperparameters that a hyperparameter tuning job searches. @return [Array<Types::CategoricalParameterRange>]
@see docs.aws.amazon.com/goto/WebAPI/sagemaker-2017-07-24/ParameterRanges AWS API Documentation
Constants
- SENSITIVE