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Tensor

Struct Tensor 

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pub struct Tensor {
    pub shape: Vec<usize>,
    pub strides: Vec<usize>,
    /* private fields */
}
Expand description

A general N-D f32 tensor: an Arc-shared device buffer viewed through (shape, strides, offset).

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§shape: Vec<usize>§strides: Vec<usize>

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impl Tensor

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pub fn numel(&self) -> usize

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pub fn rank(&self) -> usize

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pub fn is_contiguous(&self) -> bool

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pub fn from_vec(ctx: &Arc<Context>, data: &[f32], shape: &[usize]) -> Tensor

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pub fn zeros(ctx: &Arc<Context>, shape: &[usize]) -> Tensor

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pub async fn to_vec(&self) -> Vec<f32>

Materialize (contiguous) and read back to host in logical row-major order.

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pub fn reshape(&self, shape: &[usize]) -> Tensor

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pub fn permute(&self, perm: &[usize]) -> Tensor

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pub fn transpose(&self, a: usize, b: usize) -> Tensor

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pub fn broadcast_to(&self, shape: &[usize]) -> Tensor

Broadcast to a larger shape (right-aligned); broadcast dims get stride 0.

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pub fn contiguous(&self) -> Tensor

Materialize a (possibly strided/broadcast) view into a fresh contiguous buffer.

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pub fn add(&self, o: &Tensor) -> Tensor

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pub fn sub(&self, o: &Tensor) -> Tensor

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pub fn mul(&self, o: &Tensor) -> Tensor

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pub fn div(&self, o: &Tensor) -> Tensor

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pub fn maximum(&self, o: &Tensor) -> Tensor

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pub fn exp(&self) -> Tensor

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pub fn neg(&self) -> Tensor

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pub fn relu(&self) -> Tensor

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pub fn sqrt(&self) -> Tensor

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pub fn relu_mask(&self) -> Tensor

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pub fn sum(&self, axes: &[usize], keepdim: bool) -> Tensor

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pub fn max(&self, axes: &[usize], keepdim: bool) -> Tensor

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pub fn mean(&self, axes: &[usize], keepdim: bool) -> Tensor

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pub fn matmul(&self, other: &Tensor) -> Tensor

Trait Implementations§

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impl Clone for Tensor

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fn clone(&self) -> Tensor

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

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

Performs copy-assignment from source. Read more

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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<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

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impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

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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> Downcast<T> for T

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fn downcast(&self) -> &T

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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> Read<Exclusive, BecauseExclusive> for T
where T: ?Sized,

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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<T> Upcast<T> for T

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fn upcast(&self) -> Option<&T>

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impl<T> WasmNotSend for T
where T: Send,

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impl<T> WasmNotSendSync for T

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impl<T> WasmNotSync for T
where T: Sync,