Struct AutoMLPipelineConfig

Source

pub struct AutoMLPipelineConfig {Show 14 fields
    pub task_type: TaskType,
    pub optimization_level: OptimizationLevel,
    pub constraints: ComputationalConstraints,
    pub time_budget: f64,
    pub enable_feature_engineering: bool,
    pub feature_engineering_config: AutoFeatureEngineering,
    pub algorithm_selection_config: AutoMLConfig,
    pub enable_ensemble: bool,
    pub ensemble_config: EnsembleSelectionConfig,
    pub cv_folds: usize,
    pub scoring_metric: String,
    pub random_seed: Option<u64>,
    pub early_stopping_patience: usize,
    pub verbose: bool,
}

Expand description

Complete AutoML configuration

Fields§

§task_type: TaskType

Task type (classification or regression)

§optimization_level: OptimizationLevel

Optimization level

§constraints: ComputationalConstraints

Computational constraints

§time_budget: f64

Total time budget in seconds

§enable_feature_engineering: bool

Enable feature engineering

§feature_engineering_config: AutoFeatureEngineering

Feature engineering configuration

§algorithm_selection_config: AutoMLConfig

Algorithm selection configuration

§enable_ensemble: bool

Enable ensemble construction

§ensemble_config: EnsembleSelectionConfig

Ensemble configuration

§cv_folds: usize

Cross-validation strategy

§scoring_metric: String

Scoring metric

§random_seed: Option<u64>

Random seed for reproducibility

§early_stopping_patience: usize

Early stopping patience

§verbose: bool

Verbose output

Trait Implementations§

Source §

impl Clone for AutoMLPipelineConfig

Source §

fn clone(&self) -> AutoMLPipelineConfig

Returns a duplicate of the value. Read more

1.0.0 · Source§

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

Performs copy-assignment from source. Read more

Source §

impl Debug for AutoMLPipelineConfig

Source §

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

Formats the value using the given formatter. Read more

Source §

impl Default for AutoMLPipelineConfig

Source §

fn default() -> Self

Returns the “default value” for a type. Read more

Auto Trait Implementations§

§

impl UnwindSafe for AutoMLPipelineConfig

Blanket Implementations§

Source §

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

Source §

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

Source §

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

Source §

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

Source §

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

Source §

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

Mutably borrows from an owned value. Read more

Source §

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

Source §

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

Source §

impl<T> From<T> for T

Source §

fn from(t: T) -> T

Returns the argument unchanged.

Source §

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

Source §

fn into(self) -> U

Calls U::from(self).

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

Source §

impl<T> IntoEither for T

Source §

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

Source §

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

Source §