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Advanced Matrix Multiplication Optimization on Modern Multi-Core Processors

salykova.github.io · published 1 August 2024

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https://github.com/salykova/sgemm.c
github.com
https://en.wikipedia.org/wiki/Basic_Linear_Algebra_Subprograms
en.wikipedia.org
https://en.wikipedia.org/wiki/Math_Kernel_Library
en.wikipedia.org
https://developer.apple.com/documentation/accelerate
developer.apple.com
https://en.wikipedia.org/wiki/BLIS_(software
en.wikipedia.org
https://en.wikipedia.org/wiki/GotoBLAS
en.wikipedia.org
https://en.wikipedia.org/wiki/OpenBLAS
en.wikipedia.org
https://github.com/OpenMathLib/OpenBLAS/blob/develop/kernel/x86_64/sgemm_kernel_8x4_haswell.c
github.com
Fast Multidimensional Matrix Multiplication on CPU from Scratch Read at the source ↗
siboehm.com
https://en.algorithmica.org/hpc/algorithms/matmul/
en.algorithmica.org
https://en.wikipedia.org/wiki/George_Hotz
en.wikipedia.org
https://www.youtube.com/watch?v=VgSQ1GOC86s
youtube.com
https://www.cs.utexas.edu/~flame/pubs/GotoTOMS_final.pdf
cs.utexas.edu
https://www.cs.utexas.edu/~flame/pubs/blis3_ipdps14.pdf
cs.utexas.edu
https://en.wikipedia.org/wiki/Kazushige_Goto
en.wikipedia.org
https://github.com/OpenMathLib/OpenBLAS/wiki/Installation-Guide
github.com
https://en.wikipedia.org/wiki/Advanced_Vector_Extensions
en.wikipedia.org
https://en.wikipedia.org/wiki/FMA_instruction_set
en.wikipedia.org
https://www.intel.com/content/www/us/en/docs/intrinsics-guide/index.html
intel.com
https://github.com/OpenMathLib/OpenBLAS/tree/develop/kernel
github.com
https://github.com/salykova/sgemm.c/blob/main/tutorial/matmul_kernel.h
github.com
https://www.intel.com/content/www/us/en/docs/cpp-compiler/developer-guide-reference/2021-10/mm256-maskstore-ps-mm-maskstore-ps.html
intel.com
https://github.com/salykova/sgemm.c/blob/main/tutorial/matmul_pad.h
github.com
https://www.youtube.com/watch?v=dX9CGRZwD-w
youtube.com
https://en.wikichip.org/wiki/amd/microarchitectures/zen_4
en.wikichip.org
https://en.wikipedia.org/wiki/Cache_replacement_policies
en.wikipedia.org
https://github.com/flame/blis/blob/master/docs/Multithreading.md
github.com
https://github.com/salykova/sgemm.c/blob/main/tutorial/matmul_cache.h
github.com
https://github.com/salykova/sgemm.c/blob/main/tutorial/matmul_micro.h
github.com
https://ppc.cs.aalto.fi/ch2/openmp/
ppc.cs.aalto.fi
https://ppc.cs.aalto.fi/ch3/
ppc.cs.aalto.fi
https://curc.readthedocs.io/en/latest/programming/OpenMP-C.html
curc.readthedocs.io
https://github.com/salykova/sgemm.c/blob/main/tutorial/matmul_parallel.h
github.com
https://uops.info/table.html
uops.info