Class GoogleCloudAiplatformV1IntegratedGradientsAttribution

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

Inheritance

object

GoogleCloudAiplatformV1IntegratedGradientsAttribution

Implements

IDirectResponseSchema

Inherited Members

object.Equals(object)

object.Equals(object, object)

object.GetHashCode()

object.GetType()

object.MemberwiseClone()

object.ReferenceEquals(object, object)

object.ToString()

Namespace: Google.Apis.Aiplatform.v1.Data

Assembly: Google.Apis.Aiplatform.v1.dll

Syntax

public class GoogleCloudAiplatformV1IntegratedGradientsAttribution : IDirectResponseSchema

Properties

BlurBaselineConfig

Config for IG with blur baseline. When enabled, a linear path from the maximally blurred image to the input image is created. Using a blurred baseline instead of zero (black image) is motivated by the BlurIG approach explained here: https://arxiv.org/abs/2004.03383

Declaration

[JsonProperty("blurBaselineConfig")]
public virtual GoogleCloudAiplatformV1BlurBaselineConfig BlurBaselineConfig { get; set; }

Property Value

Type	Description
GoogleCloudAiplatformV1BlurBaselineConfig

ETag

The ETag of the item.

Declaration

public virtual string ETag { get; set; }

Property Value

Type	Description
string

SmoothGradConfig

Config for SmoothGrad approximation of gradients. When enabled, the gradients are approximated by averaging the gradients from noisy samples in the vicinity of the inputs. Adding noise can help improve the computed gradients. Refer to this paper for more details: https://arxiv.org/pdf/1706.03825.pdf

Declaration

[JsonProperty("smoothGradConfig")]
public virtual GoogleCloudAiplatformV1SmoothGradConfig SmoothGradConfig { get; set; }

Property Value

Type	Description
GoogleCloudAiplatformV1SmoothGradConfig

StepCount

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. Valid range of its value is [1, 100], inclusively.

Declaration

[JsonProperty("stepCount")]
public virtual int? StepCount { get; set; }

Property Value

Type	Description
int?

Implements

IDirectResponseSchema