A framework for performance modeling and prediction

A Snavely, L Carrington, N Wolter… - SC'02: Proceedings …, 2002 - ieeexplore.ieee.org
Cycle-accurate simulation is far too slow for modeling the expected performance of full
parallel applications on large HPC systems. And just running an application on a system …

Modeling application performance by convolving machine signatures with application profiles

A Snavely, N Wolter, L Carrington - Proceedings of the Fourth …, 2001 - ieeexplore.ieee.org
This paper presents a performance modeling methodology that is faster than traditional
cycle-accurate simulation, more sophisticated than performance estimation based on system …

A genetic algorithms approach to modeling the performance of memory-bound computations

MM Tikir, L Carrington, E Strohmaier… - Proceedings of the 2007 …, 2007 - dl.acm.org
Benchmarks that measure memory bandwidth, such as STREAM, Apex-MAPS and
MultiMAPS, are increasingly popular due to the" Von Neumann" bottleneck of modern …

Understanding the impact of dynamic power capping on application progress

S Ramesh, S Perarnau, S Bhalachandra… - 2019 IEEE …, 2019 - ieeexplore.ieee.org
Electrical power has become an important design constraint in high-performance computing
(HPC) systems. On future HPC machines, power is likely to be a budgeted resource and …

DARPA's HPCS program: History, models, tools, languages

J Dongarra, R Graybill, W Harrod, R Lucas, E Lusk… - Advances in …, 2008 - Elsevier
The historical context with regard to the origin of the DARPA High Productivity Computing
Systems (HPCS) program is important for understanding why federal government agencies …

Performance projection of hpc applications using spec cfp2006 benchmarks

S Sharkawi, D Desota, R Panda… - … on Parallel & …, 2009 - ieeexplore.ieee.org
Performance projections of high performance computing (HPC) applications onto various
hardware platforms are important for hardware vendors and HPC users. The projections aid …

How well can simple metrics represent the performance of HPC applications?

LC Carrington, M Laurenzano… - SC'05: Proceedings …, 2005 - ieeexplore.ieee.org
A systematic study of the effects of complexity of prediction methodology on its accuracy for a
set of real applications on a variety of HPC systems is performed. Results indicate that the …

A comparative study of online scheduling algorithms for networks of workstations

O Arndt, B Freisleben, T Kielmann, F Thilo - Cluster computing, 2000 - Springer
Networks of workstations offer large amounts of unused processing time. Resource
management systems are able to exploit this computing capacity by assigning compute …

BenchFriend: Correlating the performance of GPU benchmarks

S Che, K Skadron - The International journal of high …, 2014 - journals.sagepub.com
Graphics processing units (GPUs) have become an important platform for general-purpose
computing, thanks to their high parallel throughput and high memory bandwidth. GPUs …

Speclite: using representative samples to reduce spec cpu2000 workload

R Todi - Proceedings of the Fourth Annual IEEE International …, 2001 - ieeexplore.ieee.org
An execution-driven microarchitecture-accurate microprocessor simulator requires a
complex software program. The simulator must be highly detailed and accurate if it is used …