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CscMatrix

Struct CscMatrix 

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pub struct CscMatrix<T: Scalar> { /* private fields */ }
Expand description

Sparse matrix in CSC (Compressed Sparse Column) format.

§Examples

let csc = CscMatrix::from_triplets(
    2, 2,
    vec![0, 1], vec![0, 1], vec![1.0, 2.0],
).unwrap();
assert_eq!(csc.nnz(), 2);

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impl<T: Scalar> CscMatrix<T>

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pub fn new(nrows: usize, ncols: usize) -> Self

Create an empty CSC matrix.

§Examples
let csc = CscMatrix::<f64>::new(3, 3);
assert_eq!(csc.nnz(), 0);
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pub fn from_triplets( nrows: usize, ncols: usize, rows: Vec<usize>, cols: Vec<usize>, values: Vec<T>, ) -> Result<Self>

Build CSC from triplet data.

§Examples
let csc = CscMatrix::from_triplets(
    2, 2,
    vec![0, 1], vec![0, 1], vec![1.0, 2.0],
).unwrap();
assert_eq!(csc.nnz(), 2);
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pub fn nrows(&self) -> usize

Number of rows.

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pub fn ncols(&self) -> usize

Number of columns.

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pub fn nnz(&self) -> usize

Number of stored non-zero entries.

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pub fn shape(&self) -> (usize, usize)

Shape as (nrows, ncols).

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

Convert to a dense 2-D tensor.

§Examples
let csc = CscMatrix::from_triplets(
    2, 2, vec![0, 1], vec![0, 1], vec![1.0, 2.0],
).unwrap();
let dense = csc.to_dense();
assert_eq!(dense.as_slice(), &[1.0, 0.0, 0.0, 2.0]);
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pub fn matvec(&self, x: &Tensor<T>) -> Result<Tensor<T>>

Sparse matrix × dense vector multiplication.

x must be a 1-D tensor of length ncols.

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pub fn transpose(&self) -> CsrMatrix<T>

Transpose, returning a CSR matrix.

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pub fn to_coo(&self) -> CooMatrix<T>

Convert to COO format.

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pub fn to_csr(&self) -> CsrMatrix<T>

Convert to CSR format.

Trait Implementations§

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impl<T: Clone + Scalar> Clone for CscMatrix<T>

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fn clone(&self) -> CscMatrix<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 + Scalar> Debug for CscMatrix<T>

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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> Freeze for CscMatrix<T>

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

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impl<T> Send for CscMatrix<T>

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impl<T> Sync for CscMatrix<T>

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

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impl<T> UnsafeUnpin for CscMatrix<T>

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impl<T> UnwindSafe for CscMatrix<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> 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.