Struct syntaxdot_transformers::layers::LayerNorm

source · [−]

pub struct LayerNorm { /* private fields */ }

Expand description

Layer that applies layer normalization.

Implementations

impl LayerNorm

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.

Trait Implementations

impl Debug for LayerNorm

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

impl FallibleModule for LayerNorm

type Error = TransformerError

The error type.

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

Apply the module.

Auto Trait Implementations

impl RefUnwindSafe for LayerNorm

impl Send for LayerNorm

impl !Sync for LayerNorm

impl Unpin for LayerNorm

impl UnwindSafe for LayerNorm

Blanket Implementations

impl<T> Any for T where
T: 'static + ?Sized,

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

impl<T> Borrow<T> for T where
T: ?Sized,

const: unstable · source

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

impl<T> BorrowMut<T> for T where
T: ?Sized,

const: unstable · source

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

Mutably borrows from an owned value. Read more

impl<M> FallibleModuleT for M where
M: FallibleModule,

type Error = <M as FallibleModule>::Error

The error type.

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

Apply the module.

impl<T> From<T> for T

const: unstable · source

fn from(t: T) -> T

Returns the argument unchanged.

impl<T, U> Into<U> for T where
U: From<T>,

const: unstable · source

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

impl<T> Same<T> for T

type Output = T

Should always be Self

impl<T, U> TryFrom<U> for T where
U: Into<T>,

type Error = Infallible

The type returned in the event of a conversion error.

const: unstable · source

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.

impl<T, U> TryInto<U> for T where
U: TryFrom<T>,

type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.

const: unstable · source

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.

impl<V, T> VZip<V> for T where
V: MultiLane<T>,

fn vzip(self) -> V