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Class: Aws::SageMaker::Types::HyperParameterSpecification

Inherits:
Struct
  • Object
show all
Defined in:
(unknown)

Overview

Note:

When passing HyperParameterSpecification as input to an Aws::Client method, you can use a vanilla Hash:

{
  name: "ParameterName", # required
  description: "EntityDescription",
  type: "Integer", # required, accepts Integer, Continuous, Categorical, FreeText
  range: {
    integer_parameter_range_specification: {
      min_value: "ParameterValue", # required
      max_value: "ParameterValue", # required
    },
    continuous_parameter_range_specification: {
      min_value: "ParameterValue", # required
      max_value: "ParameterValue", # required
    },
    categorical_parameter_range_specification: {
      values: ["ParameterValue"], # required
    },
  },
  is_tunable: false,
  is_required: false,
  default_value: "ParameterValue",
}

Defines a hyperparameter to be used by an algorithm.

Instance Attribute Summary collapse

Instance Attribute Details

#default_valueString

The default value for this hyperparameter. If a default value is specified, a hyperparameter cannot be required.

Returns:

  • (String)

    The default value for this hyperparameter.

#descriptionString

A brief description of the hyperparameter.

Returns:

  • (String)

    A brief description of the hyperparameter.

#is_requiredBoolean

Indicates whether this hyperparameter is required.

Returns:

  • (Boolean)

    Indicates whether this hyperparameter is required.

#is_tunableBoolean

Indicates whether this hyperparameter is tunable in a hyperparameter tuning job.

Returns:

  • (Boolean)

    Indicates whether this hyperparameter is tunable in a hyperparameter tuning job.

#nameString

The name of this hyperparameter. The name must be unique.

Returns:

  • (String)

    The name of this hyperparameter.

#rangeTypes::ParameterRange

The allowed range for this hyperparameter.

Returns:

#typeString

The type of this hyperparameter. The valid types are Integer, Continuous, Categorical, and FreeText.

Possible values:

  • Integer
  • Continuous
  • Categorical
  • FreeText

Returns:

  • (String)

    The type of this hyperparameter.