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Efficient Execution of Irregular Dataflow Graphs

Hardware/Software Co-optimization for Probabilistic AI and Sparse Triangular Systems

Language EnglishEnglish
Book Hardback
Book Efficient Execution of Irregular Dataflow Graphs Nimish Shah
Libristo code: 43225187
Publishers Springer, Berlin, September 2023
This book focuses on the acceleration of emerging irregular sparse workloads, posed by novel artific... Full description
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This book focuses on the acceleration of emerging irregular sparse workloads, posed by novel artificial intelligent (AI) models and sparse linear algebra. Specifically, the book outlines several co-optimized hardware-software solutions for a highly promising class of emerging sparse AI models called Probabilistic Circuit (PC) and a similar sparse matrix workload for triangular linear systems (SpTRSV). The authors describe optimizations for the entire stack, targeting applications, compilation, hardware architecture, and silicon implementation, resulting in orders of magnitude higher performance and energy-efficiency compared to the existing state-of-the-art solutions. Thus, this book provides important building blocks for the upcoming generation of edge AI platforms.

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About the book

Full name Efficient Execution of Irregular Dataflow Graphs
Language English
Binding Book - Hardback
Date of issue 2023
Number of pages 180
EAN 9783031331350
Libristo code 43225187
Publishers Springer, Berlin
Weight 412
Dimensions 155 x 235
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