Struct GradientStats

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pub struct GradientStats {
    pub layer_name: String,
    pub norm: f64,
    pub mean: f64,
    pub std: f64,
    pub max_abs: f64,
}

Expand description

Gradient statistics for monitoring gradient flow.

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§layer_name: String

Layer name

§norm: f64

L2 norm of gradients

§mean: f64

Mean gradient value

§std: f64

Standard deviation of gradients

§max_abs: f64

Maximum absolute gradient

Implementations§

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impl GradientStats

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pub fn compute(layer_name: String, grads: &Array1<f64>) -> Self

Compute gradient statistics from a gradient array.

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pub fn is_vanishing(&self, threshold: f64) -> bool

Check if gradients are vanishing (too small).

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pub fn is_exploding(&self, threshold: f64) -> bool

Check if gradients are exploding (too large).

Trait Implementations§

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impl Clone for GradientStats

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fn clone(&self) -> GradientStats

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 GradientStats

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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 GradientStats

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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