scirs2_integrate::analysis::ml_prediction::training

Enum Optimizer

pub enum Optimizer {
    SGD {
        momentum: f64,
        nesterov: bool,
    },
    Adam {
        beta1: f64,
        beta2: f64,
        epsilon: f64,
    },
    AdamW {
        beta1: f64,
        beta2: f64,
        epsilon: f64,
        weight_decay: f64,
    },
    RMSprop {
        alpha: f64,
        epsilon: f64,
    },
    AdaGrad {
        epsilon: f64,
    },
}

Expand description

Optimization algorithms

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SGD

Stochastic Gradient Descent

Fields

§momentum: f64

§nesterov: bool

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Adam

Adam optimizer

Fields

§beta1: f64

§beta2: f64

§epsilon: f64

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AdamW

AdamW (Adam with weight decay)

Fields

§beta1: f64

§beta2: f64

§epsilon: f64

§weight_decay: f64

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RMSprop

RMSprop optimizer

Fields

§alpha: f64

§epsilon: f64

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AdaGrad

AdaGrad optimizer

Fields

§epsilon: f64

Trait Implementations§

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impl Clone for Optimizer

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fn clone(&self) -> Optimizer

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 Optimizer

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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 Optimizer

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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