In-datacenter performance analysis of a tensor processing unit

NP Jouppi, C Young, N Patil, D Patterson… - Proceedings of the 44th …, 2017 - dl.acm.org
Many architects believe that major improvements in cost-energy-performance must now
come from domain-specific hardware. This paper evaluates a custom ASIC---called a Tensor …

Motivation for and evaluation of the first tensor processing unit

N Jouppi, C Young, N Patil, D Patterson - ieee Micro, 2018 - ieeexplore.ieee.org
The first-generation tensor processing unit (TPU) runs deep neural network (DNN) inference
15-30 times faster with 30-80 times better energy efficiency than contemporary CPUs and …

A domain-specific architecture for deep neural networks

NP Jouppi, C Young, N Patil, D Patterson - Communications of the ACM, 2018 - dl.acm.org
A domain-specific architecture for deep neural networks Page 1 50 COMMUNICATIONS OF
THE ACM | SEPTEMBER 2018 | VOL. 61 | NO. 9 contributed articles ILL US TRA TION B Y MA …

{NICA}: An infrastructure for inline acceleration of network applications

H Eran, L Zeno, M Tork, G Malka… - 2019 USENIX Annual …, 2019 - usenix.org
With rising network rates, cloud vendors increasingly deploy FPGA-based SmartNICs (F-
NICs), leveraging their inline processing capabilities to offload hypervisor networking …

A Survey on Scheduling Techniques in Computing and Network Convergence

S Tang, Y Yu, H Wang, G Wang, W Chen… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
The computing demand for massive applications has led to the ubiquitous deployment of
computing power. This trend results in the urgent need for higher-level computing resource …

The decline of computers as a general purpose technology

NC Thompson, S Spanuth - Communications of the ACM, 2021 - dl.acm.org
The decline of computers as a general purpose technology Page 1 64 COMMUNICATIONS OF
THE ACM | MARCH 2021 | VOL. 64 | NO. 3 contributed articles ILL US TRA TION B Y THE IMA …

Role of FPGA in internet of things applications

M Elnawawy, A Farhan, A Al Nabulsi… - 2019 IEEE …, 2019 - ieeexplore.ieee.org
This paper discusses the role of Field Programmable Gate Array (FPGA) in Internet of Things
(IoT) applications. Benefits of FPGAs over ASICs and microcontrollers are emphasized to …

The decline of computers as a general purpose technology: why deep learning and the end of Moore's Law are fragmenting computing

N Thompson, S Spanuth - Available at SSRN 3287769, 2018 - papers.ssrn.com
It is a triumph of technology and of economics that our computer chips are so universal.
Countless applications are only possible because of the staggering variety of calculations …

Flexdriver: A network driver for your accelerator

H Eran, M Fudim, G Malka, G Shalom… - Proceedings of the 27th …, 2022 - dl.acm.org
We propose a new system design for connecting hardware and FPGA accelerators to the
network, allowing the accelerator to directly control commodity Network Interface Cards …

Heterofuzz: Fuzz testing to detect platform dependent divergence for heterogeneous applications

Q Zhang, J Wang, M Kim - Proceedings of the 29th ACM Joint Meeting …, 2021 - dl.acm.org
As specialized hardware accelerators like FPGAs become a prominent part of the current
computing landscape, software applications are increasingly constructed to leverage …