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ModelPerformance

oxirs_stream::automl_stream

Struct ModelPerformance 

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pub struct ModelPerformance {
    pub algorithm: Algorithm,
    pub hyperparameters: HyperParameters,
    pub accuracy: Option<f64>,
    pub precision: Option<f64>,
    pub recall: Option<f64>,
    pub f1_score: Option<f64>,
    pub mse: Option<f64>,
    pub r_squared: Option<f64>,
    pub training_time_secs: f64,
    pub inference_time_ms: f64,
    pub complexity_score: f64,
    pub cv_score: f64,
}
Expand description

Model performance metrics

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§algorithm: Algorithm

Algorithm used

§hyperparameters: HyperParameters

Hyperparameters

§accuracy: Option<f64>

Accuracy (for classification)

§precision: Option<f64>

Precision

§recall: Option<f64>

Recall

§f1_score: Option<f64>

F1 score

§mse: Option<f64>

Mean squared error (for regression)

§r_squared: Option<f64>

R² score

§training_time_secs: f64

Training time (seconds)

§inference_time_ms: f64

Inference time (milliseconds)

§complexity_score: f64

Model complexity score

§cv_score: f64

Cross-validation score

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impl ModelPerformance

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pub fn overall_score(&self) -> f64

Get overall score for model selection

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impl Clone for ModelPerformance

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fn clone(&self) -> ModelPerformance

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 ModelPerformance

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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 ModelPerformance

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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 ModelPerformance

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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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