Efficient Execution of Irregular Dataflow Graphs : Hardware/Software Co-optimization for Probabilistic AI and Sparse Linear Algebra
2023 ed.
Book Details
Format
Paperback / Softback
ISBN-10
3031331389
ISBN-13
9783031331381
Edition
2023 ed.
Publisher
Springer International Publishing AG
Imprint
Springer International Publishing AG
Country of Manufacture
GB
Country of Publication
GB
Publication Date
Jul 15th, 2024
Print length
143 Pages
Product Classification:
Circuits & componentsElectronics: circuits and componentsEmbedded systemsMachine learning
Ksh 9,900.00
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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.
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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