دانلود کتاب Efficient Execution of Irregular Dataflow Graphs: Hardware/Software Co-optimization for Probabilistic AI and Sparse Linear Algebra

Name: Efficient Execution of Irregular Dataflow Graphs: Hardware/Software Co-optimization for Probabilistic AI and Sparse Linear Algebra
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Author: Nimish Shah
ISBN: 3031331354,9783031331350

by Nimish Shah, Wannes Meert, Marian Verhelst

عنوان فارسی: اجرای کارآمد نمودارهای جریان داده نامنظم: بهینه سازی مشترک سخت افزار/نرم افزار برای هوش مصنوعی احتمالی و جبر خطی پراکنده
ناشر: Springer
سال: 2023
زبان: انگلیسی
تعداد صفحه (نسخه چاپی - نسخه الکترونیکی): 154-155
شابک: 3031331354,9783031331350
نوع فایل: PDF دانلود نرم افزار مطالعه
حجم: 11.41 مگابایت

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جزییات کتاب

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.