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A Row Decomposition-based Approach for Sparse Matrix Multiplication on GPUs

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RoDe

A Row Decomposition-based Approach for Sparse Matrix Multiplication on GPUs


Download dataset

Download small dataset, only contains 6 matrices

cd script
./download_data_small.sh

Download all evaluated matrices

cd script
./download_data_1.sh

Compile

mkdir build
cd build
cmake ..
make

Evaluate

Evaluate ASpT

mkdir result
cd script
./ASpT_eval.sh

Evaluate others

cd script
./_eval.sh

Profile

cd script
sudo ./prof_spmm

Then, the profiled data is in result dir, and it can be opened by Nvidia Nsight compute.

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A Row Decomposition-based Approach for Sparse Matrix Multiplication on GPUs

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