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Tensor

Struct Tensor 

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pub struct Tensor {
    pub data: Vec<f32>,
    pub shape: Vec<usize>,
}
Expand description

N-dimensional tensor with f32 data and a shape vector. Layout: row-major (C order), last dimension varies fastest.

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§data: Vec<f32>§shape: Vec<usize>

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impl Tensor

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pub fn new(data: Vec<f32>, shape: Vec<usize>) -> Tensor

Create a tensor from owned data and a shape vector. Panics (debug-only) if data.len() != shape.product().

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pub fn zeros(shape: &[usize]) -> Tensor

Create a zero-filled tensor with the given shape.

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pub fn scalar(val: f32) -> Tensor

Create a scalar tensor (shape [1]) containing a single value.

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pub fn numel(&self) -> usize

Total number of elements in this tensor.

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pub fn ndim(&self) -> usize

Number of dimensions (rank) of this tensor.

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

Return a new tensor with the same data but a different shape. Panics if the element count changes.

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pub fn broadcast_shape(a: &[usize], b: &[usize]) -> Result<Vec<usize>, String>

Compute the broadcast shape of two tensors (NumPy rules). Returns Err if shapes are incompatible.

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pub fn get(&self, idx: usize) -> f32

Retrieve a single element by flat index (bounds checked in debug).

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impl Tensor

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pub fn view(&self) -> TensorView<'_>

Create a contiguous view of this tensor.

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pub fn transpose_view(&self, perm: &[usize]) -> TensorView<'_>

Create a transposed view without copying data.

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pub fn slice_view( &self, axis: usize, start: usize, end: usize, ) -> TensorView<'_>

Create a sliced view without copying data.

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impl Tensor

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pub fn broadcast_iter<'a>( &'a self, other: &'a Tensor, ) -> Option<BroadcastIter<'a>>

Create a broadcast iterator pairing this tensor with another.

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
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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 Tensor

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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.