Struct AutoMLPipelineResult

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pub struct AutoMLPipelineResult {Show 15 fields
    pub final_score: f64,
    pub cv_score: f64,
    pub cv_std: f64,
    pub best_algorithm: RankedAlgorithm,
    pub feature_engineering: Option<FeatureEngineeringResult>,
    pub algorithm_selection: AlgorithmSelectionResult,
    pub ensemble_selection: Option<EnsembleSelectionResult>,
    pub dataset_characteristics: DatasetCharacteristics,
    pub stage_timings: HashMap<AutoMLStage, f64>,
    pub total_time: f64,
    pub best_hyperparameters: HashMap<String, String>,
    pub improvement_over_baseline: f64,
    pub model_complexity: f64,
    pub interpretability_score: f64,
    pub recommendations: Vec<String>,
}

Expand description

AutoML pipeline execution result

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§final_score: f64

Final model performance

§cv_score: f64

Cross-validation score with standard deviation

§cv_std: f64§best_algorithm: RankedAlgorithm

Best algorithm information

§feature_engineering: Option<FeatureEngineeringResult>

Feature engineering results

§algorithm_selection: AlgorithmSelectionResult

Algorithm selection results

§ensemble_selection: Option<EnsembleSelectionResult>

Ensemble selection results

§dataset_characteristics: DatasetCharacteristics

Dataset characteristics

§stage_timings: HashMap<AutoMLStage, f64>

Pipeline execution stages and timings

§total_time: f64

Total execution time

§best_hyperparameters: HashMap<String, String>

Best hyperparameters

§improvement_over_baseline: f64

Performance improvement over baseline

§model_complexity: f64

Model complexity score

§interpretability_score: f64

Interpretability score

§recommendations: Vec<String>

Final recommendations

Trait Implementations§

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impl Clone for AutoMLPipelineResult

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fn clone(&self) -> AutoMLPipelineResult

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 AutoMLPipelineResult

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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 Display for AutoMLPipelineResult

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl UnwindSafe for AutoMLPipelineResult

Blanket Implementations§

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more

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impl<T> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

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

Performs copy-assignment from self to dest. Read more

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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more

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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more

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