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Python, C, Assembly - 2'500x Faster Cosine Similarity ð

In this fourth article of the “Less Slow” series, I’m accelerating Unum’s open-source Vector Search primitives used by some great database and cloud providers to replace Meta’s FAISS and scale-up search in their products. This time, our focus is on the most frequent operation for these tasks - computing the the Cosine Similarity/Distance between two vectors. It’s so common, even doubling it’s performance can have a noticeable impact on applications economics. ....

Xeon Cpus , Unum Usearch , Unum Uform , Jensen Shannon , Architectures Software Developer , Vector Search , Machine Learning , Information Retrieval , Gen Intel Xeon , Sapphire Rapids , Between Python , Quantization Aware Training , Precision Support , Basic Linear Algebra Subroutines , Cosine Similarity , Google Benchmark , Ash Vardanian , Software Developer , Less Slow ,

Massachusetts Institute of Technology: A programming language for hardware accelerators

Moore’s Law needs a hug. The days of stuffing transistors on little silicon computer chips are numbered, and their life rafts hardware accelerators come with a price. When programming an accelerator a process where applications offload certain ....

Alex Reinking , Gilbert Bernstein , Jonathan Ragan Kelley , Ayuka Ikarashi , Hasan Genc , Adrian Sampson , Artificial Intelligence Laboratory , University Of California At Berkeley , Math Kernel Library , Department Of Computer Science At Cornell University , Computer Science , Neural Engine , Basic Linear Algebra Subroutines , Jack Dongarra , Turing Award , Math Kernel , Professor Jonathan ,

A programming language for hardware accelerators

A programming language for hardware accelerators
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Alex Reinking , Gilbert Bernstein , Jonathan Ragan Kelley , Ayuka Ikarashi , Hasan Genc , Adrian Sampson , Artificial Intelligence Laboratory , Masason Foundation , Math Kernel Library , Semiconductor Research Corporation , Defense Advanced Research Projects Agency , University Of California At Berkeley , Department Of Computer Science At Cornell University , Computer Science , Neural Engine , Basic Linear Algebra Subroutines , Jack Dongarra , Turing Award , Math Kernel , Professor Jonathan , Applications Driving Architectures , Defense Advanced Research Projects , Funai Overseas Scholarship , Great Educators , Programming Language Design ,

A programming language for hardware accelerators

Computer scientists created a new programming language called Exo for writing high-performance code on hardware accelerators to help with limitations on hardware innovation. ....

Alex Reinking , Gilbert Bernstein , Jonathan Ragan Kelley , Ayuka Ikarashi , Hasan Genc , Adrian Sampson , Artificial Intelligence Laboratory , Masason Foundation , Math Kernel Library , Semiconductor Research Corporation , Defense Advanced Research Projects Agency , University Of California At Berkeley , Department Of Computer Science At Cornell University , Computer Science , Neural Engine , Basic Linear Algebra Subroutines , Jack Dongarra , Turing Award , Math Kernel , Professor Jonathan , Applications Driving Architectures , Defense Advanced Research Projects , Funai Overseas Scholarship , Great Educators , Programming Language Design ,