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SvmParameter

Struct SvmParameter 

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pub struct SvmParameter {
Show 13 fields pub svm_type: SvmType, pub kernel_type: KernelType, pub degree: i32, pub gamma: f64, pub coef0: f64, pub cache_size: f64, pub eps: f64, pub c: f64, pub weight: Vec<(i32, f64)>, pub nu: f64, pub p: f64, pub shrinking: bool, pub probability: bool,
}
Expand description

SVM parameters controlling the formulation, kernel, and solver.

Default values match the original LIBSVM defaults.

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§svm_type: SvmType

SVM formulation type.

§kernel_type: KernelType

Kernel function type.

§degree: i32

Degree for polynomial kernel.

§gamma: f64

γ parameter for RBF, polynomial, and sigmoid kernels. Set to 1/num_features when 0.

§coef0: f64

Independent term in polynomial and sigmoid kernels.

§cache_size: f64

Cache memory size in MB.

§eps: f64

Stopping tolerance for the solver.

§c: f64

Cost parameter C (for C-SVC, ε-SVR, ν-SVR).

§weight: Vec<(i32, f64)>

Per-class weight overrides: (class_label, weight) pairs.

§nu: f64

ν parameter (for ν-SVC, one-class SVM, ν-SVR).

§p: f64

ε in the ε-insensitive loss function (ε-SVR).

§shrinking: bool

Whether to use the shrinking heuristic.

§probability: bool

Whether to train for probability estimates.

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impl SvmParameter

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pub fn validate(&self) -> Result<(), SvmError>

Validate parameter values (independent of training data).

This checks the same constraints as the original LIBSVM’s svm_check_parameter, except for the ν-SVC feasibility check which requires the problem. Use check_parameter for the full check.

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impl Clone for SvmParameter

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fn clone(&self) -> SvmParameter

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 SvmParameter

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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 SvmParameter

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fn default() -> Self

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

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fn eq(&self, other: &SvmParameter) -> bool

Tests for self and other values to be equal, and is used by ==.
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fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.
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impl StructuralPartialEq for SvmParameter

Auto Trait 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<U> 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> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.