scirs2_neural::training::gradient_accumulation

Struct GradientAccumulator

pub struct GradientAccumulator<F: Float + Debug + ScalarOperand + Send + Sync + FromPrimitive> {
    pub config: GradientAccumulationConfig,
    pub current_step: usize,
    pub stats: Option<GradientStats<F>>,
}

Expand description

Gradient accumulator for training

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§config: GradientAccumulationConfig

Configuration

§current_step: usize

Current step in accumulation

§stats: Option<GradientStats<F>>

Statistics

Implementations§

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impl<F: Float + Debug + ScalarOperand + Send + Sync + FromPrimitive> GradientAccumulator<F>

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pub fn new(config: GradientAccumulationConfig) -> Self

Create a new gradient accumulator

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pub fn reset(&mut self)

Reset the accumulator

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pub fn should_update(&self) -> bool

Check if we should apply accumulated gradients

Trait Implementations§

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impl<F: Debug + Float + Debug + ScalarOperand + Send + Sync + FromPrimitive> Debug for GradientAccumulator<F>

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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<F> UnwindSafe for GradientAccumulator<F>
where F: UnwindSafe,

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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> 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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