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When do micro-optimizations matter in scientific computing?

stochasticlifestyle.com · published 3 September 2019

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http://ithare.com/infographics-operation-costs-in-cpu-clock-cycles/

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https://ilovesymposia.com/2015/12/10/the-cost-of-a-python-function-call/

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https://github.com/JuliaLang/julia/pull/22210

github.com

http://benchmarks.juliadiffeq.org/html/StiffODE/Pollution.html

benchmarks.juliadiffeq.org

http://juliadiffeq.org/2018/04/30/Jupyter.html

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https://i0.wp.com/www.stochasticlifestyle.com/wp-content/uploads/2019/09/microopts_blas1.png?ssl=1

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https://i0.wp.com/www.stochasticlifestyle.com/wp-content/uploads/2019/09/microopts.png?ssl=1

i0.wp.com

https://www.openblas.net/

openblas.net

https://software.intel.com/en-us/mkl

software.intel.com

https://developer.nvidia.com/cublas

developer.nvidia.com

https://developer.nvidia.com/cudnn

developer.nvidia.com

http://faculty.cse.tamu.edu/davis/suitesparse.html

faculty.cse.tamu.edu

https://www.mcs.anl.gov/petsc/

mcs.anl.gov

https://github.com/JuliaBLAS/JuliaBLAS.jl

github.com

The Essential Tools of Scientific Machine Learning (Scientific ML) Read at the source ↗

stochasticlifestyle.com

https://arxiv.org/abs/1907.07587

arxiv.org

https://pytorch.org/blog/a-year-in/

pytorch.org

https://arxiv.org/pdf/1907.07587.pdf

arxiv.org

https://www.osti.gov/servlets/purl/5066528

osti.gov

http://www2.gsu.edu/~matrhc/PyDSTool.htm

www2.gsu.edu