Computing in the dark silicon era: Current trends and research challenges

M Shafique, S Garg - IEEE Design & Test, 2016 - ieeexplore.ieee.org
Computing in the Dark Silicon Era: Current Trends and Research Challenges Page 1 2168-2356
(c) 2016 IEEE. Personal use is permitted, but republication/redistribution requires IEEE …

Optimus prime: Accelerating data transformation in servers

A Pourhabibi, S Gupta, H Kassir, M Sutherland… - Proceedings of the …, 2020 - dl.acm.org
Modern online services are shifting away from monolithic applications to loosely-coupled
microservices because of their improved scalability, reliability, programmability and …

Stretch: Balancing qos and throughput for colocated server workloads on smt cores

A Margaritov, S Gupta… - … Symposium on High …, 2019 - ieeexplore.ieee.org
In a drive to maximize resource utilization, today's datacenters are moving to colocation of
latency-sensitive and batch workloads on the same server. State-of-the-art deployments …

Equinox: Training (for free) on a custom inference accelerator

M Drumond, L Coulon, A Pourhabibi… - MICRO-54: 54th Annual …, 2021 - dl.acm.org
DNN inference accelerators executing online services exhibit low average loads because of
service demand variability, leading to poor resource utilization. Unfortunately, reclaiming …

Near-memory data services

B Falsafi, M Stan, K Skadron, N Jayasena, Y Chen… - IEEE Micro, 2016 - ieeexplore.ieee.org
This column introduces seven invited position papers about the challenges and
opportunities in near-data processing." Near-Memory Data Services" by Babak Falsafi," …

Energy proportionality in near-threshold computing servers and cloud data centers: Consolidating or not?

A Pahlevan, YM Qureshi, M Zapater… - … , Automation & Test …, 2018 - ieeexplore.ieee.org
Cloud Computing aims to efficiently tackle the increasing demand of computing resources,
and its popularity has led to a dramatic increase in the number of computing servers and …

Optimal performance-aware cooling on enterprise servers

CS Chan, AS Akyürek, B Aksanli… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Datacenters house massive databases and applications to provide business decision
support and cloud services where commercial success is contingent on timely responses …

When parallel speedups hit the memory wall

AFA Furtunato, K Georgiou, K Eder… - IEEE …, 2020 - ieeexplore.ieee.org
After Amdahl's trailblazing work, many other authors proposed analytical speedup models
but none have considered the limiting effect of the memory wall. These models exploited …

Towards performance and reliability-efficient computing in the dark silicon era

J Henkel, S Pagani, H Khdr, F Kriebel… - … , Automation & Test …, 2016 - ieeexplore.ieee.org
This paper discusses the power density and temperature induced issues in modern on-chip
systems due to the high integration density and roadblock on the voltage scaling. First, the …

Can beyond-cmos devices illuminate dark silicon?

R Perricone, XS Hu, J Nahas, M Niemier - Communications of the ACM, 2018 - dl.acm.org
Can beyond-CMOS devices illuminate dark silicon? Page 1 60 COMMUNICATIONS OF THE
ACM | SEPTEMBER 2018 | VOL. 61 | NO. 9 contributed articles IMA GE B Y ANDRIJ BOR YS A …