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SparseCSR

Struct SparseCSR 

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pub struct SparseCSR {
    pub row_ptr: Vec<usize>,
    pub col_indices: Vec<usize>,
    pub values: Vec<f32>,
    pub shape: Vec<usize>,
}
Expand description

Sparse tensor in CSR (Compressed Sparse Row) format.

Efficient for row-wise operations and sparse matrix-vector products.

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§row_ptr: Vec<usize>

Row pointers (length = nrows + 1)

§col_indices: Vec<usize>

Column indices for each non-zero

§values: Vec<f32>

Values for each non-zero

§shape: Vec<usize>

Shape [nrows, ncols]

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impl SparseCSR

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pub fn new( row_ptr: Vec<usize>, col_indices: Vec<usize>, values: Vec<f32>, shape: Vec<usize>, ) -> Self

Creates a new CSR sparse matrix.

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pub fn nnz(&self) -> usize

Returns number of non-zero elements.

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pub fn nrows(&self) -> usize

Returns number of rows.

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pub fn ncols(&self) -> usize

Returns number of columns.

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pub fn density(&self) -> f32

Returns the density.

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pub fn row(&self, row_idx: usize) -> impl Iterator<Item = (usize, f32)> + '_

Gets entries for a specific row.

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pub fn matvec(&self, x: &[f32]) -> Vec<f32>

Sparse matrix-vector multiplication: A @ x.

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pub fn matmul_dense(&self, b: &Tensor<f32>) -> Tensor<f32>

Sparse matrix-matrix multiplication: A @ B (where B is dense).

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pub fn to_dense(&self) -> Tensor<f32>

Converts to dense tensor.

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pub fn to_coo(&self) -> SparseCOO

Converts to COO format.

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impl Clone for SparseCSR

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fn clone(&self) -> SparseCSR

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 SparseCSR

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

Formats the value using the given formatter. Read more

Auto Trait 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