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matrix multiplication using CUDA

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matmul

matrix multiplication using naive C/C++, OpenCV, CUDA

image

Dependency

  • cmake >= 3.10.0
  • cuda >= 11.1
  • opencv

Build

Linux

mkdir build
cd build
cmake -DCMAKE_BUILD_TYPE=Release ..;cmake --build . --config "Release" -j;
cd ..

Run

./bin/matmul.exe

Result

Environment

  • CPU : Intel Zeon E5-2643 (6core, 3.4GHz)
  • GPU : NVIDIA Titan XP
  • OS : ubuntu 18.04
  • CUDA : 11.1
  • OpenCV : 4.5.0
  • C++ : 17

Performance (ms)

average running time when iterating 10000.

Matrix size(N*N) naive C/C++ OpenCV CUDA
10 0.001814 0.00211 0.00251
100 0.829002 0.512281 0.005964
1000 1041.928947 366.799433 1.132146

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matrix multiplication using CUDA

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  • C++ 41.9%
  • CMake 37.3%
  • Cuda 20.8%