Class: Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1FeatureNoiseSigmaNoiseSigmaForFeature

Inherits:

Object

• Object
• Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1FeatureNoiseSigmaNoiseSigmaForFeature

Includes:

Core::Hashable, Core::JsonObjectSupport

Defined in:

lib/google/apis/aiplatform_v1beta1/classes.rb,
lib/google/apis/aiplatform_v1beta1/representations.rb,
lib/google/apis/aiplatform_v1beta1/representations.rb

Overview

Noise sigma for a single feature.

Instance Attribute Summary

• #name ⇒ String

  The name of the input feature for which noise sigma is provided.

• #sigma ⇒ Float

  This represents the standard deviation of the Gaussian kernel that will be used to add noise to the feature prior to computing gradients.

Instance Method Summary

• #initialize(**args) ⇒ GoogleCloudAiplatformV1beta1FeatureNoiseSigmaNoiseSigmaForFeature constructor

  A new instance of GoogleCloudAiplatformV1beta1FeatureNoiseSigmaNoiseSigmaForFeature.

• #update!(**args) ⇒ Object

  Update properties of this object.

Constructor Details

#initialize(**args) ⇒ GoogleCloudAiplatformV1beta1FeatureNoiseSigmaNoiseSigmaForFeature

Returns a new instance of GoogleCloudAiplatformV1beta1FeatureNoiseSigmaNoiseSigmaForFeature.

# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 15527

def initialize(**args)
   update!(**args)
end

Instance Attribute Details

#name ⇒ String

The name of the input feature for which noise sigma is provided. The features are defined in explanation metadata inputs. Corresponds to the JSON property name

Returns:

• (String)

# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 15517

def name
  @name
end

#sigma ⇒ Float

This represents the standard deviation of the Gaussian kernel that will be used to add noise to the feature prior to computing gradients. Similar to noise_sigma but represents the noise added to the current feature. Defaults to 0.1. Corresponds to the JSON property sigma

Returns:

• (Float)

# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 15525

def sigma
  @sigma
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object

# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 15532

def update!(**args)
  @name = args[:name] if args.key?(:name)
  @sigma = args[:sigma] if args.key?(:sigma)
end