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CscMatrix

Struct CscMatrix 

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

A sparse matrix in Compressed Sparse Column (CSC) format, stored on GPU.

The matrix has shape (rows, cols) with nnz non-zero elements.

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impl<T: GpuFloat> CscMatrix<T>

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pub fn from_host( rows: u32, cols: u32, col_ptr: &[i32], row_idx: &[i32], values: &[T], ) -> SparseResult<Self>

Creates a CSC matrix from host-side arrays, uploading to GPU.

§Arguments
  • rows – Number of rows.
  • cols – Number of columns.
  • col_ptr – Column pointer array of length cols + 1.
  • row_idx – Row indices of length nnz.
  • values – Non-zero values of length nnz.
§Errors

Returns SparseError::InvalidFormat if array lengths are inconsistent.

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pub fn from_device( rows: u32, cols: u32, nnz: u32, col_ptr: DeviceBuffer<i32>, row_idx: DeviceBuffer<i32>, values: DeviceBuffer<T>, ) -> SparseResult<Self>

Creates a CSC matrix from pre-allocated device buffers.

§Errors

Returns SparseError::InvalidFormat if buffer lengths are inconsistent.

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pub fn to_host(&self) -> SparseResult<(Vec<i32>, Vec<i32>, Vec<T>)>

Downloads the CSC arrays from GPU to host memory.

§Errors

Returns SparseError::Cuda on transfer failure.

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

Converts this CSC matrix to CSR format on the host.

Downloads data, transposes the structure (CSC -> CSR is analogous to transposing the matrix), then uploads.

§Errors

Returns SparseError::Cuda on transfer failure.

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pub fn rows(&self) -> u32

Returns the number of rows.

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pub fn cols(&self) -> u32

Returns the number of columns.

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pub fn nnz(&self) -> u32

Returns the number of non-zero elements.

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pub fn col_ptr(&self) -> &DeviceBuffer<i32>

Returns a reference to the column pointer device buffer.

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pub fn row_idx(&self) -> &DeviceBuffer<i32>

Returns a reference to the row index device buffer.

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pub fn values(&self) -> &DeviceBuffer<T>

Returns a reference to the values device buffer.

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

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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

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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<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

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impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

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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> Instrument for T

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fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more
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impl<T> Read<Exclusive, BecauseExclusive> for T
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type Error = Infallible

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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
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type Error = <U as TryFrom<T>>::Error

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