syntaxdot_transformers::layers

Struct LayerNorm

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pub struct LayerNorm { /* private fields */ }
Expand description

Layer that applies layer normalization.

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impl LayerNorm

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pub fn new<'a>( vs: impl Borrow<PathExt<'a>>, normalized_shape: impl Into<Vec<i64>>, eps: f64, elementwise_affine: bool, ) -> Self

Construct a layer normalization layer.

The mean and standard deviation are computed over the last number of dimensions with the shape defined by normalized_shape. If elementwise_affine is True, a learnable affine transformation of the shape normalized_shape is added after normalization.

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impl Debug for LayerNorm

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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 FallibleModule for LayerNorm

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type Error = TransformerError

The error type.
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fn forward(&self, input: &Tensor) -> Result<Tensor, Self::Error>

Apply the module.

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

Mutably borrows from an owned value. Read more
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impl<M> FallibleModuleT for M
where M: FallibleModule,

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type Error = <M as FallibleModule>::Error

The error type.
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fn forward_t( &self, input: &Tensor, _train: bool, ) -> Result<Tensor, <M as FallibleModuleT>::Error>

Apply the module.
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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> 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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impl<T> Same for T

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type Output = T

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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>

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impl<V, T> VZip<V> for T
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fn vzip(self) -> V