Struct GMMConfig

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pub struct GMMConfig {Show 16 fields
    pub max_iter: usize,
    pub tolerance: f64,
    pub param_tolerance: f64,
    pub covariance_type: CovarianceType,
    pub reg_covar: f64,
    pub init_method: InitializationMethod,
    pub n_init: usize,
    pub seed: Option<u64>,
    pub parallel: bool,
    pub use_simd: bool,
    pub warm_start: bool,
    pub robust_em: bool,
    pub outlier_threshold: f64,
    pub early_stopping: bool,
    pub validation_fraction: f64,
    pub patience: usize,
}

Expand description

Advanced GMM configuration

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§max_iter: usize

Maximum iterations for EM algorithm

§tolerance: f64

Convergence tolerance for log-likelihood

§param_tolerance: f64

Relative tolerance for parameter changes

§covariance_type: CovarianceType

Covariance type

§reg_covar: f64

Regularization for covariance matrices

§init_method: InitializationMethod

Initialization method

§n_init: usize

Number of initialization runs (best result selected)

§seed: Option<u64>

Random seed

§parallel: bool

Enable parallel processing

§use_simd: bool

Enable SIMD optimizations

§warm_start: bool

Warm start (use existing parameters if available)

§robust_em: bool

Enable robust EM (outlier detection)

§outlier_threshold: f64

Outlier threshold for robust EM

§early_stopping: bool

Enable early stopping based on validation likelihood

§validation_fraction: f64

Validation fraction for early stopping

§patience: usize

Patience for early stopping

Trait Implementations§

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impl Clone for GMMConfig

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fn clone(&self) -> GMMConfig

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 GMMConfig

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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 Default for GMMConfig

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fn default() -> Self

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

Auto Trait Implementations§

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impl UnwindSafe for GMMConfig

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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