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doi: 10.1145/2925987
handle: 10234/163618
We show how the BLAS-like Library Instantiation Software (BLIS) framework, which provides a more detailed layering of the GotoBLAS (now maintained as OpenBLAS) implementation, allows one to analytically determine tuning parameters for high-end instantiations of the matrix-matrix multiplication. This is of both practical and scientific importance, as it greatly reduces the development effort required for the implementation of the level-3 BLAS while also advancing our understanding of how hierarchically layered memories interact with high-performance software. This allows the community to move on from valuable engineering solutions (empirically autotuning) to scientific understanding (analytical insight).
Matrix multiplication, Numerical linear algebra, matrix multiplication, Libraries, analytical modeling, Mathematics of computing, Mathematical software performance, Analytical modeling, High performance, linear algebra, libraries, Packaged methods for numerical algorithms, Linear algebra, high performance
Matrix multiplication, Numerical linear algebra, matrix multiplication, Libraries, analytical modeling, Mathematics of computing, Mathematical software performance, Analytical modeling, High performance, linear algebra, libraries, Packaged methods for numerical algorithms, Linear algebra, high performance
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