Skip to main content

Tensor

Struct Tensor 

Source
pub struct Tensor { /* private fields */ }
Expand description

An owned, device-aware tensor (docs/EAGER.md §3).

Owns the DeviceBuffer that holds its elements and the EP that must free it. On Phase-1 CPU the buffer is a host allocation, so Tensor::as_bytes and the typed accessors read it directly.

Implementations§

Source§

impl Tensor

Source

pub fn from_raw_in( allocator: Arc<dyn ExecutionProvider>, dtype: DataType, shape: Vec<usize>, bytes: &[u8], ) -> Result<Self>

Allocate a tensor from raw little-endian element bytes using allocator.

bytes must hold exactly storage_bytes(numel) bytes for dtype and shape.

Source

pub fn zeros_in( allocator: Arc<dyn ExecutionProvider>, dtype: DataType, shape: Vec<usize>, ) -> Result<Self>

Allocate a zero-initialized tensor of shape/dtype using allocator.

Used by dispatch to materialise output tensors before kernel execution (docs/EAGER.md §10.1 step 6).

Source

pub fn from_raw( dtype: DataType, shape: Vec<usize>, bytes: &[u8], ) -> Result<Self>

Build a tensor from raw little-endian bytes on the shared CPU device.

Source

pub fn zeros(dtype: DataType, shape: Vec<usize>) -> Result<Self>

Build a zero-initialized tensor on the shared CPU device.

Source

pub fn from_f32(shape: &[usize], data: &[f32]) -> Result<Self>

Build an f32 tensor from a dense row-major slice on the CPU device.

Source

pub fn from_i64(shape: &[usize], data: &[i64]) -> Result<Self>

Build an i64 tensor from a dense row-major slice on the CPU device.

Source

pub fn dtype(&self) -> DataType

The element type.

Source

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

The logical shape (static dims).

Source

pub fn layout(&self) -> &TensorLayout

The physical layout (row-major contiguous for tensors this crate produces).

Source

pub fn device(&self) -> DeviceId

The device this tensor lives on.

Source

pub fn numel(&self) -> usize

Number of elements.

Source

pub fn as_bytes(&self) -> &[u8]

Borrow the raw little-endian element bytes (host tensors only).

Source

pub fn to_vec_f32(&self) -> Vec<f32>

Copy out the elements as f32. Panics if the dtype is not Float32.

Source

pub fn to_vec_i64(&self) -> Vec<i64>

Copy out the elements as i64. Panics if the dtype is not Int64.

Trait Implementations§

Source§

impl Clone for Tensor

Source§

fn clone(&self) -> Self

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
Source§

impl Debug for Tensor

Source§

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

Formats the value using the given formatter. Read more
Source§

impl Drop for Tensor

Source§

fn drop(&mut self)

Executes the destructor for this type. Read more
Source§

fn pin_drop(self: Pin<&mut Self>)

🔬This is a nightly-only experimental API. (pin_ergonomics)
Execute the destructor for this type, but different to Drop::drop, it requires self to be pinned. Read more

Auto Trait Implementations§

Blanket Implementations§

Source§

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

Source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
Source§

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

Source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
Source§

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

Source§

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

Mutably borrows from an owned value. Read more
Source§

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

Source§

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

Source§

impl<T> CloneToUninit for T
where T: Clone,

Source§

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
Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

Source§

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

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.

Source§

impl<T> IntoEither for T

Source§

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
Source§

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
Source§

impl<T> Pointable for T

Source§

const ALIGN: usize

The alignment of pointer.
Source§

type Init = T

The type for initializers.
Source§

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
Source§

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
Source§

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
Source§

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
Source§

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

Source§

impl<T> ToOwned for T
where T: Clone,

Source§

type Owned = T

The resulting type after obtaining ownership.
Source§

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
Source§

fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
Source§

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

Source§

type Error = Infallible

The type returned in the event of a conversion error.
Source§

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

Performs the conversion.
Source§

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

Source§

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

The type returned in the event of a conversion error.
Source§

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

Performs the conversion.