Efficient Execution of Irregular Dataflow Graphs

Name: Efficient Execution of Irregular Dataflow Graphs
Brand: Springer, Berlin
SKU: 9783031331350
Price: 78.27 EUR
Availability: InStock

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

Autor: Nimish Shah, Marian Verhelst, Wannes Meert

Jazyk:

Väzba: Pevná

Vydavateľ: Springer, Berlin

Dostupnosť: Skladom u dodávateľa

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78.27 €

This book focuses on the acceleration of emerging irregular sparse workloads, posed by novel artific...

Informácie o knihe

Autor

Nimish Shah, Marian Verhelst, Wannes Meert

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

2023

Stránok

180

EAN

9783031331350

Enbook ID

43225187

Vydavateľ

Springer, Berlin

Hmotnosť

412

Rozmery

155 x 235

Kompletný popis

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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Efficient Execution of Irregular Dataflow Graphs

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

Informácie o knihe

Kompletný popis

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