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SharedTangentRemlFit

gam_models::response_geometry

Struct SharedTangentRemlFit 

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pub struct SharedTangentRemlFit {
    pub coefficients: Array2<f64>,
    pub fitted: Array2<f64>,
    pub sigma2: f64,
    pub lambdas: Array1<f64>,
    pub edf_by_penalty: Array1<f64>,
    pub edf_total: f64,
    pub reml_score: f64,
    pub n_observations: usize,
    pub n_outputs: usize,
    pub outer_iterations: usize,
    pub outer_certificate: OuterCriterionCertificate,
}
Expand description

A converged, serializable shared-tangent model.

This type is constructed only after the shared outer runner has produced a successful analytic stationarity certificate.

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§coefficients: Array2<f64>

Predictor-by-output coefficient matrix (K x D).

§fitted: Array2<f64>

Training fitted tangent vectors (N x D).

§sigma2: f64

Pooled residual dispersion Q / (N·D - edf_total).

§lambdas: Array1<f64>

Smoothing parameters in the request penalty order. A numerically rank-zero penalty has no estimable smoothing coordinate and is 0.

§edf_by_penalty: Array1<f64>

Per-penalty EDF in the request penalty order.

§edf_total: f64§reml_score: f64

Minimized negative restricted log likelihood.

§n_observations: usize§n_outputs: usize§outer_iterations: usize§outer_certificate: OuterCriterionCertificate

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impl SharedTangentRemlFit

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pub fn predict( &self, design: &DesignMatrix, ) -> Result<Array2<f64>, EstimationError>

Predict tangent vectors from an operator-capable design.

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pub fn predict_dense( &self, design: Array2<f64>, ) -> Result<Array2<f64>, EstimationError>

Convenience prediction entry point for an owned dense design.

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impl Clone for SharedTangentRemlFit

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fn clone(&self) -> SharedTangentRemlFit

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

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

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

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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 SharedTangentRemlFit

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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 SharedTangentRemlFit

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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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