AveragingStrategy

optirs_core::distributed

Enum AveragingStrategy 

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pub enum AveragingStrategy {
    Arithmetic,
    WeightedByData,
    WeightedByTime,
    Federated,
    Momentum {
        momentum: f64,
    },
    ExponentialMovingAverage {
        decay: f64,
    },
}
Expand description

Parameter averaging strategies for distributed training

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Arithmetic

Simple arithmetic mean

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WeightedByData

Weighted average based on data sizes

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WeightedByTime

Weighted average based on computation times

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Federated

Federated averaging (FedAvg)

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Momentum

Momentum-based averaging

Fields

§momentum: f64

Momentum factor

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ExponentialMovingAverage

Exponentially weighted moving average

Fields

§decay: f64

Decay factor

Trait Implementations§

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impl Clone for AveragingStrategy

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fn clone(&self) -> AveragingStrategy

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 AveragingStrategy

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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 PartialEq for AveragingStrategy

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fn eq(&self, other: &AveragingStrategy) -> 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 Copy for AveragingStrategy

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impl StructuralPartialEq for AveragingStrategy

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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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fn borrow_mut(&mut self) -> &mut T

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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)
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where T: Clone,

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fn __clone_box(&self, _: Private) -> *mut ()

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fn from(t: T) -> T

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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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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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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

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type Output = T

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fn to_subset(&self) -> Option<SS>

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fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
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fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
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fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
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type Owned = T

The resulting type after obtaining ownership.
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type Error = Infallible

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fn vzip(self) -> V

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