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FeatureSensitivityAnalysis

trustformers_debug::simulation_tools::what_if_analysis

Struct FeatureSensitivityAnalysis 

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pub struct FeatureSensitivityAnalysis {
    pub feature_sensitivities: HashMap<String, f64>,
    pub most_sensitive_features: Vec<String>,
    pub least_sensitive_features: Vec<String>,
    pub non_linear_features: Vec<String>,
    pub interaction_sensitivities: Vec<FeatureInteractionSensitivity>,
}
Expand description

Feature sensitivity analysis from what-if scenarios

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§feature_sensitivities: HashMap<String, f64>

Sensitivity scores for each feature

§most_sensitive_features: Vec<String>

Most sensitive features

§least_sensitive_features: Vec<String>

Least sensitive features

§non_linear_features: Vec<String>

Non-linear sensitivity detection

§interaction_sensitivities: Vec<FeatureInteractionSensitivity>

Feature interaction sensitivities

Trait Implementations§

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impl Clone for FeatureSensitivityAnalysis

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fn clone(&self) -> FeatureSensitivityAnalysis

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for FeatureSensitivityAnalysis

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

Formats the value using the given formatter. Read more
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impl<'de> Deserialize<'de> for FeatureSensitivityAnalysis

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

Deserialize this value from the given Serde deserializer. Read more
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impl Serialize for FeatureSensitivityAnalysis

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

Serialize this value into the given Serde serializer. Read more

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🔬This is a nightly-only experimental API. (clone_to_uninit)
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