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WeightTensor

Struct WeightTensor 

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

A named flat f32 weight tensor.

Weights are stored in row-major order. For a 2-D matrix W[m, n], the element at row i column j is at data[i * n + j].

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§data: Vec<f32>

Raw data in row-major order.

§shape: Vec<usize>

Shape of the tensor (product equals data.len()).

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impl WeightTensor

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pub fn from_data(data: Vec<f32>, shape: Vec<usize>) -> LmResult<Self>

Construct from existing data, validating that data.len() equals the product of shape.

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

Tensor filled with zeros.

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pub fn ones(shape: &[usize]) -> Self

Tensor filled with ones.

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pub fn eye(rows: usize, cols: usize) -> Self

Identity-like weight: ones on the “diagonal” of a 2-D matrix.

For a non-square matrix the identity is placed in the top-left corner.

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pub fn n_elements(&self) -> usize

Total number of elements.

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pub fn ndim(&self) -> usize

Number of tensor dimensions.

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pub fn as_slice(&self) -> &[f32]

Borrow the underlying data.

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pub fn as_mut_slice(&mut self) -> &mut [f32]

Mutable borrow of the underlying data.

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pub fn row_slice(&self, row: usize) -> LmResult<&[f32]>

For a 2-D weight matrix [rows × cols], return the row-th row slice.

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pub fn validate_shape(&self, expected: &[usize]) -> LmResult<()>

Validate that this tensor has the given shape.

Trait Implementations§

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impl Clone for WeightTensor

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fn clone(&self) -> WeightTensor

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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impl Debug for WeightTensor

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

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> 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.