Class: Google::Apis::LanguageV2::XpsIntegratedGradientsAttribution

Inherits:

Object

• Object
• Google::Apis::LanguageV2::XpsIntegratedGradientsAttribution

Includes:

Core::Hashable, Core::JsonObjectSupport

Defined in:

lib/google/apis/language_v2/classes.rb,
lib/google/apis/language_v2/representations.rb,
lib/google/apis/language_v2/representations.rb

Overview

An attribution method that computes the Aumann-Shapley value taking advantage of the model's fully differentiable structure. Refer to this paper for more details: https://arxiv.org/abs/1703.01365

Instance Attribute Summary

• #step_count ⇒ Fixnum

  The number of steps for approximating the path integral.

Instance Method Summary

• #initialize(**args) ⇒ XpsIntegratedGradientsAttribution constructor

  A new instance of XpsIntegratedGradientsAttribution.

• #update!(**args) ⇒ Object

  Update properties of this object.

Constructor Details

#initialize(**args) ⇒ XpsIntegratedGradientsAttribution

Returns a new instance of XpsIntegratedGradientsAttribution.

# File 'lib/google/apis/language_v2/classes.rb', line 2724

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

Instance Attribute Details

#step_count ⇒ Fixnum

The number of steps for approximating the path integral. A good value to start is 50 and gradually increase until the sum to diff property is within the desired error range. Valid range of its value is [1, 100], inclusively. Corresponds to the JSON property stepCount

Returns:

• (Fixnum)

# File 'lib/google/apis/language_v2/classes.rb', line 2722

def step_count
  @step_count
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object

# File 'lib/google/apis/language_v2/classes.rb', line 2729

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