Struct Linear

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

Linear (dense/fully-connected) layer.

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impl Linear

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pub fn new( name: &str, weights: Box<dyn ArrayProtocol>, bias: Option<Box<dyn ArrayProtocol>>, activation: Option<ActivationFunc>, ) -> Self

Create a new linear layer.

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pub fn with_shape( name: &str, in_features: usize, out_features: usize, with_bias: bool, activation: Option<ActivationFunc>, ) -> Self

Create a new linear layer with randomly initialized weights.

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impl Layer for Linear

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fn forward( &self, inputs: &dyn ArrayProtocol, ) -> Result<Box<dyn ArrayProtocol>, OperationError>

Forward pass through the layer.
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fn parameters(&self) -> Vec<Box<dyn ArrayProtocol>>

Get the layer’s parameters.
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fn train(&mut self)

Set the layer to training mode.
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fn eval(&mut self)

Set the layer to evaluation mode.
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fn is_training(&self) -> bool

Check if the layer is in training mode.
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fn name(&self) -> &str

Get the layer’s name.
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fn as_any(&self) -> &dyn Any

Downcast the layer to Any for type-specific operations.

Auto Trait Implementations§

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impl Freeze for Linear

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impl !RefUnwindSafe for Linear

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impl Send for Linear

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impl Sync for Linear

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impl Unpin for Linear

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impl !UnwindSafe for Linear

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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> 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> 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

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. 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.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V