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This installment of a "SYCL Sparkler" explores in depth a way to implement a reasonably efficient implementation for Homomorphic Encryption using modern C++ with SYCL. As a result of their work, the authors learned some valuable optimization techniques and insights that the they have taken time to share in this very interesting and detailed piece. A key value of using C++ with SYCL, is the ability to be portable while supporting the ability to optimize at a lower level when it is deemed worth the effort. This work helps illustrate how the authors isolated that optimization work, and their thought process on how to pick what to optimize. The code for this implementation is available open sour...
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"Ask not what your compiler can do for you, ask what you can do for your compiler." --John Levesque, Director of Cray’s Supercomputing Centers of Excellence The next decade of computationally intense computing lies with more powerful multi/manycore nodes where processors share a large memory space. These nodes will be the building block for systems that range from a single node workstation up to systems approaching the exaflop regime. The node itself will consist of 10’s to 100’s of MIMD (multiple instruction, multiple data) processing units with SIMD (single instruction, multiple data) parallel instructions. Since a standard, affordable memory architecture will not be able to supply t...
This book provides a structured introduction of the key concepts and techniques that enable in-/near-memory computing. For decades, processing-in-memory or near-memory computing has been attracting growing interest due to its potential to break the memory wall. Near-memory computing moves compute logic near the memory, and thereby reduces data movement. Recent work has also shown that certain memories can morph themselves into compute units by exploiting the physical properties of the memory cells, enabling in-situ computing in the memory array. While in- and near-memory computing can circumvent overheads related to data movement, it comes at the cost of restricted flexibility of data repres...
The Cambridge Handbook of Creativity and Emotions provides a state-of-the-art review of research on the role of emotions in creativity. This volume presents the insights and perspectives of sixty creativity scholars from thirteen countries who span multiple disciplines, including developmental, social, and personality psychology; industrial and organizational psychology; neuroscience; education; art therapy, and sociology. It discusses affective processes – emotion states, traits, and emotion abilities – in relation to the creative process, person, and product, as well as two major contexts for expression of creativity: school, and work. It is a go-to source for scholars who need to enhance their understanding of a specific topic relating to creativity and emotion, and it provides students and researchers with a comprehensive introduction to creativity and emotion broadly.