Struct Linear

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pub struct Linear { /* private fields */ }

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impl Linear

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pub fn new( in_features: usize, out_features: usize, has_bias: bool, dtype: impl Type, device: impl AsDevice, ) -> Self

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pub fn new_with_init( in_features: usize, out_features: usize, dtype: impl Type, device: impl AsDevice, weight_init: impl Init, bias_init: Option<impl Init>, ) -> Self

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pub fn new_with_params(weight: Tensor, bias: Option<Tensor>) -> Self

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pub fn weight(&self) -> &Tensor

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pub fn fwd(&self, x: &Tensor) -> Tensor

Trait Implementations§

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impl Clone for Linear

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fn clone(&self) -> Linear

Returns a copy of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for Linear

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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 Module for Linear

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type Input = Tensor

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type Output = Tensor

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fn forward(&self, input: &Self::Input) -> Self::Output

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fn gather_params(&self, params: &mut HashMap<usize, Tensor>)

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fn update_params(&self, params: &mut HashMap<usize, Tensor>)

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fn gather_named_params( &self, prefix: &str, params: &mut HashMap<String, Tensor>, )

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fn update_named_params( &self, prefix: &str, params: &mut HashMap<String, Tensor>, )

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fn params(&self) -> HashMap<usize, Tensor>

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fn named_params(&self, prefix: &str) -> HashMap<String, Tensor>

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fn to_safetensors<P>(&self, filename: P)
where P: AsRef<Path>, Self: Sized,

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fn update_by_safetensors<P>(&self, filenames: &[P], device: impl AsDevice)
where P: AsRef<Path>,

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impl ValueSpec for Linear

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impl TrainableModule for Linear

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

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, M> ApplyModule<M> for T
where M: Module<Input = T>,

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fn apply(&self, module: M) -> <M as Module>::Output

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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, dst: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dst. Read more
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impl<T> DynClone for T
where T: Clone,

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fn __clone_box(&self, _: Private) -> *mut ()

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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> GenericValue<Module, HashMap<usize, Tensor>, HashMap<usize, Tensor>> for T
where T: TrainableModule<Tensors = HashMap<usize, Tensor>, Gradient = HashMap<usize, Tensor>>,

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impl<T> Instrument for T

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fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more
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fn in_current_span(self) -> Instrumented<Self>

Instruments this type with the current Span, returning an Instrumented wrapper. Read more
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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> 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.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V

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impl<T> Value for T
where T: ValueSpec + GenericValue<<T as ValueSpec>::Kind, <T as ValueSpec>::Tensors, <T as ValueSpec>::Gradient>,

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fn tensors(&self) -> <T as ValueSpec>::Tensors

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fn grad( tensors: &<T as ValueSpec>::Tensors, grad_map: &HashMap<usize, Tensor>, ) -> <T as ValueSpec>::Gradient

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fn grad_map( tensors: &<T as ValueSpec>::Tensors, grad: <T as ValueSpec>::Gradient, out: &mut HashMap<usize, Tensor>, )

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fn to_tensor_vec(&self) -> Vec<Tensor>

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impl<T> WithParams for T
where T: Module,

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fn gather_by_id(&self, params: &mut HashMap<usize, Tensor>)

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fn update_by_id(&self, params: &mut HashMap<usize, Tensor>)

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fn gather_by_name( &self, params: &mut HashMap<String, Tensor>, prefix: &str, name: &str, )

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fn update_by_name( &self, params: &mut HashMap<String, Tensor>, prefix: &str, name: &str, )

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impl<T> WithSubscriber for T

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fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self>
where S: Into<Dispatch>,

Attaches the provided Subscriber to this type, returning a WithDispatch wrapper. Read more
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fn with_current_subscriber(self) -> WithDispatch<Self>

Attaches the current default Subscriber to this type, returning a WithDispatch wrapper. Read more
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impl<T> ErasedDestructor for T
where T: 'static,