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LinearPath

entrenar::monitor::inference::path

Struct LinearPath 

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pub struct LinearPath {
    pub contributions: Vec<f32>,
    pub intercept: f32,
    pub logit: f32,
    pub prediction: f32,
    pub probability: Option<f32>,
}
Expand description

Decision path for linear regression/logistic regression

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§contributions: Vec<f32>

Per-feature contributions: coefficient[i] * input[i]

§intercept: f32

Bias term contribution

§logit: f32

Raw prediction before activation

§prediction: f32

Final prediction

§probability: Option<f32>

For classification: probability (sigmoid/softmax output)

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impl LinearPath

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pub fn new( contributions: Vec<f32>, intercept: f32, logit: f32, prediction: f32, ) -> LinearPath

Create a new linear path

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pub fn with_probability(self, prob: f32) -> LinearPath

Set probability for classification

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pub fn top_features(&self, k: usize) -> Vec<(usize, f32)>

Get top k features by absolute contribution

Trait Implementations§

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impl Clone for LinearPath

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fn clone(&self) -> LinearPath

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 LinearPath

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

Formats the value using the given formatter. Read more
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impl DecisionPath for LinearPath

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fn explain(&self) -> String

Human-readable explanation
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fn feature_contributions(&self) -> &[f32]

Feature importance scores (contribution of each feature)
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fn confidence(&self) -> f32

Confidence in this decision (0.0 - 1.0)
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fn to_bytes(&self) -> Vec<u8> ⓘ

Compact binary representation
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fn from_bytes(bytes: &[u8]) -> Result<LinearPath, PathError>

Reconstruct from binary representation
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impl<'de> Deserialize<'de> for LinearPath

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

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

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

Serialize this value into the given Serde serializer. Read more

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