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TensorView

Struct TensorView 

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pub struct TensorView<T> {
    pub storage: ViewStorage<T>,
    pub view: StridedView,
    /* private fields */
}
Expand description

Enhanced tensor that supports zero-copy views and strided operations

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§storage: ViewStorage<T>

Reference to the underlying tensor data

§view: StridedView

Strided view information

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impl<T> TensorView<T>

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pub fn numel(&self) -> usize

Get the number of elements in the tensor

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pub fn size_bytes(&self) -> usize

Get the size in bytes

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pub fn is_contiguous(&self) -> bool

Check if the tensor is contiguous in memory

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impl<T: Clone + Default> TensorView<T>

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pub fn from_tensor(tensor: &Tensor<T>) -> Result<Self>
where T: Clone + Send + Sync + 'static,

Create a new tensor view from an existing tensor

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pub fn transpose(&self, axes: &[usize]) -> Result<TensorView<T>>
where T: Clone + Send + Sync + 'static,

Create a zero-copy transpose view

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pub fn reshape(&self, new_shape: &[usize]) -> Result<TensorView<T>>
where T: Clone + Send + Sync + 'static,

Create a zero-copy reshape view (when possible)

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pub fn slice(&self, ranges: &[(usize, usize)]) -> Result<TensorView<T>>
where T: Clone + Send + Sync + 'static,

Create a zero-copy slice view

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pub fn to_tensor(&self) -> Result<Tensor<T>>
where T: Clone + Send + Sync + 'static + Pod + Zeroable,

Convert back to a regular tensor (may require data copy)

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pub fn shape(&self) -> &[usize]

Get the shape of the tensor view

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pub fn strides(&self) -> &[usize]

Get the strides of the tensor view

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pub fn device(&self) -> &Device

Get the device where the tensor is stored

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pub fn requires_grad(&self) -> bool

Check if the tensor requires gradient computation

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pub fn set_requires_grad(&mut self, requires_grad: bool)

Set whether the tensor requires gradient computation

Trait Implementations§

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impl<T> Clone for TensorView<T>
where T: Clone + Default + Send + Sync + 'static,

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fn clone(&self) -> Self

Returns a duplicate of the value. Read more
1.0.0 · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl<T: Debug> Debug for TensorView<T>

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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<T> Drop for TensorView<T>

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fn drop(&mut self)

Executes the destructor for this type. Read more

Auto Trait Implementations§

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impl<T> Freeze for TensorView<T>

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impl<T> RefUnwindSafe for TensorView<T>
where T: RefUnwindSafe,

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impl<T> Send for TensorView<T>
where T: Sync + Send,

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impl<T> Sync for TensorView<T>
where T: Sync + Send,

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impl<T> Unpin for TensorView<T>

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impl<T> UnsafeUnpin for TensorView<T>

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impl<T> UnwindSafe for TensorView<T>
where T: RefUnwindSafe,

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> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. 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> 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