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ReduceMode

Enum ReduceMode 

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pub enum ReduceMode {
    Ring,
    Deterministic,
}
Expand description

Reduction algorithm + precision for ProcessGroup::all_reduce. Selected per call, or globally via env (see env_reduce_mode).

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Ring

Bandwidth-optimal ring, f32 accumulation. Fastest; f32 precision, and the last-ulp result depends on world size. Reproducible run-to-run. Default.

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Deterministic

Deterministic + precise, at ring speed. The same bandwidth-optimal ring, but its reduce-scatter accumulates in f64 (the all-gather stays f32 — those values are already reduced, so there is no precision left to lose). The fold order is fixed by the algorithm, so the result is bitwise reproducible run-to-run; f64 accumulation makes each element the correctly-rounded exact cross-rank sum, so it neither loses precision nor biases the gradient and is effectively independent of world size. Only the reduce-scatter carries an f64 payload (≈1.5× the f32 ring’s bytes) — NOT a gather-to-root’s O(n·len), so speed is preserved. The mode to pick when you want reproducible, precise data-parallel training.

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impl Clone for ReduceMode

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fn clone(&self) -> ReduceMode

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Copy for ReduceMode

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impl Debug for ReduceMode

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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 Eq for ReduceMode

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impl PartialEq for ReduceMode

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

Equality operator ==. Read more
1.0.0 (const: unstable) · Source§

fn ne(&self, other: &Rhs) -> bool

Inequality operator !=. Read more
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impl StructuralPartialEq for ReduceMode

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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.