Skip to content

Latest commit

 

History

History
67 lines (48 loc) · 2.55 KB

README.md

File metadata and controls

67 lines (48 loc) · 2.55 KB
Raw

Reference GraphBLAS Implementation (RGRI)

This is a reference implementation of the draft C++ specification of GraphBLAS. GraphBLAS provides facilities for implementing graph algorithms in the language of linear algebra.

GraphBLAS provides data structures for storing dense and sparse matrix and vector objects, as well as algorithms, such as matrix multiplication, that can be applied to them in order to build graph algorithms. GraphBLAS also supports operations using non-standard semirings instead of the classical linear algebra + and *, including a variety of built-in semirings and the ability to create custom semirings and monoids.

#include <grb/grb.hpp>

int main(int argc, char** argv) {
  // Create a new matrix, reading in from a file.
  grb::matrix<float, int> a("data/chesapeake.mtx");

  size_t m = a.shape()[0];
  size_t k = a.shape()[1];

  // Set element 12,9 (row 12, column 9) to 12.
  a[{12, 9}] = 12;

  grb::matrix<float, int> b({a.shape()[0], a.shape()[1]});

  for (auto&& [index, value] : a) {
  	b[index] = value*12;
  }

  auto c = grb::multiply(a, b);

  grb::print(c);

  return 0;
}

More documentation is available here.

Compiling with RGRI

RGRI is a header-only library. To compile with RGRI, add the include directory to your path (something like -I$HOME/src/rgri/include) and include grb/grb.hpp in your source files. RGRI requires C++20, which will likely require the compile flag -std=gnu++20, -std=c++20 or higher. Check the directory examples for examples.

Citation

To cite the RGRI reference GraphBLAS implementation:

Benjamin Brock. RGRI: A reference implementation of the C++ GraphBLAS specification. https://github.com/GraphBLAS/rgri, 2022.

@misc{rgri_repo,
  title = {{RGRI}: A Reference Implementation of the {C++} {GraphBLAS} Specification},
  howpublished = {\url{https://github.com/GraphBLAS/rgri}},
  author={Benjamin Brock},
  year={2022}
}

To cite the GraphBLAS C++ Specification:

Benjamin Brock, Scott McMillan, Aydın Buluc ̧, Timothy Mattson, and Jose ́ Moreira. GraphBLAS C++ specification. https://github.com/ GraphBLAS/graphblas-api-cpp, 2022.

@misc{graphblascppspec,
  title={Graph{BLAS} {C}++ Specification},
  author={Brock, Benjamin and McMillan, Scott and Bulu\c{c}, Ayd{\i}n and Mattson, Timothy and Moreira, Jos{\'e}},
  howpublished={\url{https://github.com/GraphBLAS/graphblas-api-cpp}},
  volume = {Version 1.0},
  year={2023}
}