Class: Google::Apis::MlV1::GoogleCloudMlV1IntegratedGradientsAttribution

Inherits:

Object

• Object
• Google::Apis::MlV1::GoogleCloudMlV1IntegratedGradientsAttribution

Includes:

Core::Hashable, Core::JsonObjectSupport

Defined in:

lib/google/apis/ml_v1/classes.rb,
lib/google/apis/ml_v1/representations.rb,
lib/google/apis/ml_v1/representations.rb

Overview

Attributes credit by computing 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

• #num_integral_steps ⇒ Fixnum

  Number of steps for approximating the path integral.

Instance Method Summary

• #initialize(**args) ⇒ GoogleCloudMlV1IntegratedGradientsAttribution constructor

  A new instance of GoogleCloudMlV1IntegratedGradientsAttribution.

• #update!(**args) ⇒ Object

  Update properties of this object.

Constructor Details

#initialize(**args) ⇒ GoogleCloudMlV1IntegratedGradientsAttribution

Returns a new instance of GoogleCloudMlV1IntegratedGradientsAttribution.

# File 'lib/google/apis/ml_v1/classes.rb', line 1337

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

Instance Attribute Details

#num_integral_steps ⇒ Fixnum

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 met within the desired error range. Corresponds to the JSON property numIntegralSteps

Returns:

• (Fixnum)

# File 'lib/google/apis/ml_v1/classes.rb', line 1335

def num_integral_steps
  @num_integral_steps
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object

# File 'lib/google/apis/ml_v1/classes.rb', line 1342

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