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Sparse matrix vector multiplications (SpMVs) are typical sparse operations which have a high ratio of memory reference volume to computations. According to the roof-line model, the performance of such operations is limited by the memory bandwidth on shared memory machine. A careful design of a data structure can improve the performance of such sparse memory intensive operations. By comparing the performance...
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