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SparseMatrix

Struct SparseMatrix 

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pub struct SparseMatrix { /* private fields */ }
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Compressed Sparse Row (CSR) matrix for memory-efficient storage of mostly-zero 2-D data, mirroring scipy.sparse csr_matrix.

Three arrays define the non-zero entries:

  • indptr (length nrows + 1): row i occupies indptr[i]..indptr[i+1] in indices/data.
  • indices: column index of each non-zero.
  • data: value of each non-zero.

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impl SparseMatrix

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pub fn new( nrows: usize, ncols: usize, indptr: Vec<usize>, indices: Vec<usize>, data: Vec<f64>, ) -> Result<Self>

Build a CSR matrix from raw CSR arrays.

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pub fn from_triplets( nrows: usize, ncols: usize, triplets: &[(usize, usize, f64)], ) -> Result<Self>

Build from (row, col, value) triplets. Zero-valued triplets are dropped automatically. Within a row, entries are sorted by column.

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pub fn zeros(nrows: usize, ncols: usize) -> Result<Self>

Create an all-zeros sparse matrix with the given shape.

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pub fn nrows(&self) -> usize

Returns the number of rows.

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pub fn ncols(&self) -> usize

Returns the number of columns.

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pub fn nnz(&self) -> usize

Number of stored non-zero entries.

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pub fn density(&self) -> f64

Density (fraction of non-zero entries).

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pub fn get(&self, i: usize, j: usize) -> f64

Get element at (i, j). Returns 0.0 if not stored.

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pub fn checked_get(&self, i: usize, j: usize) -> Option<f64>

Returns Some(element) at row i, column j, or None if i is out of bounds or the value is not stored (equivalent to 0.0).

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pub fn row_nz(&self, i: usize) -> impl Iterator<Item = (usize, f64)> + '_

Iterate over (col, value) non-zero entries in row i.

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pub fn to_dense(&self) -> Result<Matrix>

Convert to a dense Matrix.

Trait Implementations§

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impl Clone for SparseMatrix

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fn clone(&self) -> SparseMatrix

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 SparseMatrix

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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<'de> Deserialize<'de> for SparseMatrix

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fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
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impl PartialEq for SparseMatrix

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fn eq(&self, other: &SparseMatrix) -> bool

Equality operator ==. Read more
1.0.0 (const: unstable) · Source§

fn ne(&self, other: &Rhs) -> bool

Inequality operator !=. Read more
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impl Serialize for SparseMatrix

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fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more
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impl StructuralPartialEq for SparseMatrix

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> DeserializeOwned for T
where T: for<'de> Deserialize<'de>,

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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.