IntegratedGradientsAttribution class final
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
Constructors
- IntegratedGradientsAttribution({required int stepCount, SmoothGradConfig? smoothGradConfig, BlurBaselineConfig? blurBaselineConfig})
- IntegratedGradientsAttribution.fromJson(Object? j)
-
factory
Properties
- blurBaselineConfig → BlurBaselineConfig?
-
Config for IG with blur baseline.
final
- hashCode → int
-
The hash code for this object.
no setterinherited
- qualifiedName → String
-
The fully qualified name of this message, i.e.,
google.protobuf.Durationorgoogle.rpc.ErrorInfo.finalinherited - runtimeType → Type
-
A representation of the runtime type of the object.
no setterinherited
- smoothGradConfig → SmoothGradConfig?
-
Config for SmoothGrad approximation of gradients.
final
- stepCount → int
-
Required. 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.
final
Methods
-
noSuchMethod(
Invocation invocation) → dynamic -
Invoked when a nonexistent method or property is accessed.
inherited
-
toJson(
) → Object -
toString(
) → String -
A string representation of this object.
override
Operators
-
operator ==(
Object other) → bool -
The equality operator.
inherited
Constants
- fullyQualifiedName → const String