Struct Softmax

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pub struct Softmax<'src, 'dst> { /* private fields */ }
Expand description

Computes the softmax function over a slice of floats.

The implementation uses a three-pass approach for numerical stability. See https://ogunlao.github.io/2020/04/26/you_dont_really_know_softmax.html. and https://arxiv.org/abs/2001.04438.

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impl<'src, 'dst> Softmax<'src, 'dst>

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pub fn new(input: &'src [f32], output: &'dst mut [MaybeUninit<f32>]) -> Self

Construct a softmax operation which reads input and writes to to output.

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pub fn new_mut(input: &'dst mut [f32]) -> Self
where 'dst: 'src,

Construct a softmax operation which updates input in place.

Trait Implementations§

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impl<'dst> SimdOp for Softmax<'_, 'dst>

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type Output = &'dst mut [f32]

The normalized elements.

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fn eval<I: Isa>(self, isa: I) -> Self::Output

Evaluate the operation using the given instruction set.
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fn dispatch(self) -> Self::Output
where Self: Sized,

Dispatch this operation using the preferred ISA for the current platform.

Auto Trait Implementations§

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impl<'src, 'dst> Freeze for Softmax<'src, 'dst>

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impl<'src, 'dst> RefUnwindSafe for Softmax<'src, 'dst>

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impl<'src, 'dst> Send for Softmax<'src, 'dst>

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impl<'src, 'dst> Sync for Softmax<'src, 'dst>

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impl<'src, 'dst> Unpin for Softmax<'src, 'dst>

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impl<'src, 'dst> !UnwindSafe for Softmax<'src, 'dst>

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> 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, 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.