Struct google_ml1::api::GoogleCloudMlV1__ExplanationConfig

pub struct GoogleCloudMlV1__ExplanationConfig {
    pub integrated_gradients_attribution: Option<GoogleCloudMlV1__IntegratedGradientsAttribution>,
    pub sampled_shapley_attribution: Option<GoogleCloudMlV1__SampledShapleyAttribution>,
    pub xrai_attribution: Option<GoogleCloudMlV1__XraiAttribution>,
}

Message holding configuration options for explaining model predictions. There are three feature attribution methods supported for TensorFlow models: integrated gradients, sampled Shapley, and XRAI. Learn more about feature attributions.

This type is not used in any activity, and only used as part of another schema.

Fields

integrated_gradients_attribution: Option<GoogleCloudMlV1__IntegratedGradientsAttribution>

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

sampled_shapley_attribution: Option<GoogleCloudMlV1__SampledShapleyAttribution>

An attribution method that approximates Shapley values for features that contribute to the label being predicted. A sampling strategy is used to approximate the value rather than considering all subsets of features.

xrai_attribution: Option<GoogleCloudMlV1__XraiAttribution>

Attributes credit by computing the XRAI taking advantage of the model’s fully differentiable structure. Refer to this paper for more details: https://arxiv.org/abs/1906.02825 Currently only implemented for models with natural image inputs.

Trait Implementations

impl Clone for GoogleCloudMlV1__ExplanationConfig

fn clone(&self) -> GoogleCloudMlV1__ExplanationConfig

Returns a copy of the value.

pub fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for GoogleCloudMlV1__ExplanationConfig

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.

impl Default for GoogleCloudMlV1__ExplanationConfig

fn default() -> GoogleCloudMlV1__ExplanationConfig

Returns the “default value” for a type.

impl<'de> Deserialize<'de> for GoogleCloudMlV1__ExplanationConfig

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error> where
    __D: Deserializer<'de>, 

Deserialize this value from the given Serde deserializer.

impl Part for GoogleCloudMlV1__ExplanationConfig

impl Serialize for GoogleCloudMlV1__ExplanationConfig

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error> where
    __S: Serializer, 

Serialize this value into the given Serde serializer.