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SparseMatrix

Struct SparseMatrix 

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pub struct SparseMatrix<T> {
    pub format: SparseFormat,
    pub rows: usize,
    pub cols: usize,
    pub nnz: usize,
    pub values: Vec<T>,
    pub row_indices: Vec<usize>,
    pub col_indices: Vec<usize>,
    pub block_size: Option<(usize, usize)>,
}
Expand description

Sparse matrix structure

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§format: SparseFormat

Storage format

§rows: usize

Number of rows

§cols: usize

Number of columns

§nnz: usize

Number of non-zero elements

§values: Vec<T>

Values of non-zero elements

§row_indices: Vec<usize>

Row indices (format-dependent meaning)

§col_indices: Vec<usize>

Column indices (format-dependent meaning)

§block_size: Option<(usize, usize)>

Block size for BSR format

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impl<T: Clone + Default + PartialEq> SparseMatrix<T>

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

Create a new sparse matrix in COO format

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

Create a new sparse matrix in CSR format

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

Create a new sparse matrix in CSC format

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pub fn insert_coo( &mut self, row: usize, col: usize, value: T, ) -> BackendResult<()>

Insert a value at (row, col) for COO format

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pub fn to_csr(&self) -> BackendResult<SparseMatrix<T>>

Convert COO to CSR format

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pub fn to_csc(&self) -> BackendResult<SparseMatrix<T>>

Convert COO to CSC format

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pub fn sparsity_ratio(&self) -> f64

Get sparsity ratio (percentage of non-zero elements)

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pub fn is_sparse(&self) -> bool

Check if the matrix is effectively sparse (< 50% non-zero)

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impl<T: Clone + Default + PartialEq> SparseMatrix<T>

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pub fn to_bsr( &self, block_size: (usize, usize), ) -> BackendResult<SparseMatrix<T>>

Create BSR (Block Sparse Row) matrix from COO

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pub fn optimize(&mut self) -> BackendResult<()>

Optimize matrix structure by removing explicit zeros and sorting

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pub fn statistics(&self) -> SparseMatrixStatistics

Get matrix statistics for performance analysis

Trait Implementations§

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impl<T: Clone> Clone for SparseMatrix<T>

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fn clone(&self) -> SparseMatrix<T>

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<T: Debug> Debug for SparseMatrix<T>

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

Formats the value using the given formatter. Read more
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impl<T> Default for SparseMatrix<T>

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fn default() -> Self

Returns the “default value” for a type. Read more

Auto Trait Implementations§

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impl<T> Freeze for SparseMatrix<T>

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impl<T> RefUnwindSafe for SparseMatrix<T>
where T: RefUnwindSafe,

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

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

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impl<T> Unpin for SparseMatrix<T>
where T: Unpin,

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impl<T> UnsafeUnpin for SparseMatrix<T>

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impl<T> UnwindSafe for SparseMatrix<T>
where T: UnwindSafe,

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.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V