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LuxurySparse.jl

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High performance extension for sparse matrices.

Contents

  • General Permutation Matrix PermMatrix,
  • Identity Matrix IMatrix,
  • Coordinate Format Matrix SparseMatrixCOO,
  • Static Matrices SSparseMatrixCSC, SPermMatrix et. al.

with high performance type conversion, kron, and multiplication operations.

Installation

Install with the package manager, pkg> add LuxurySparse.

Usage

using SparseArrays
using LuxurySparse
using BenchmarkTools

pm = pmrand(7)  # a random permutation matrix
id = IMatrix(3) # an identity matrix
@benchmark kron(pm, id) # kronecker product

Spm = pm |> SparseMatrixCSC  # convert to SparseMatrixCSC
Sid = id |> SparseMatrixCSC
@benchmark kron(Spm, Sid)    # compare the performance to the previous operation.

spm = pm |> staticize        # convert to static matrix, notice that `id` is already static.
@benchmark kron(spm, spm)    # compare performance
@benchmark kron(pm, pm) 

For more information, please refer the latest Documentation.

Planned features

  • Change PermMatrix to column major
  • Better support of conversion to static matrices