DPU-v2: Energy-efficient execution of irregular directed acyclic graphs
A growing number of applications like probabilistic machine learning, sparse linear algebra,
robotic navigation, etc., exhibit irregular data flow computation that can be modeled with …
robotic navigation, etc., exhibit irregular data flow computation that can be modeled with …
[图书][B] Efficient Execution of Irregular Dataflow Graphs: Hardware/Software Co-optimization for Probabilistic AI 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 …
novel artificial intelligent (AI) models and sparse linear algebra. Specifically, the book …
Irregular Workloads at Risk of Losing the Hardware Lottery
This chapter introduces the recent trend of domain-specialized hardware and how it gives
rise to the phenomenon of hardware lottery. Next, the target workloads of this book from the …
rise to the phenomenon of hardware lottery. Next, the target workloads of this book from the …
Efficient Execution of Irregular Dataflow Graphs
To meet the ever-present demand for smarter and more intelligent machines, increasing
research efforts are focused on developing novel AI models. However, despite the promising …
research efforts are focused on developing novel AI models. However, despite the promising …