[PDF][PDF] Performance Prediction Using Machine Learning for Multi-threaded Applications

SA Zare, J Roldan, A Walvekar - roldanjorge.com
Multi-core processors, in 2022 are the default choice for a variety of computing needs from
small Internet-of-Things devices to large super-computing clusters. While developing …

PerPreT—A performance prediction tool for massively parallel systems

J Brehm, M Madhukar, E Smirni, L Dowdy - Quantitative Evaluation of …, 1995 - Springer
Today's massively parallel machines are typically message passing systems consisting of
hundreds or thousands of processors. Implementing parallel applications efficiently in this …

An introduction to the CHIP3S language for characterising parallel systems in performance studies

E Papaefstathiou, DJ Kerbyson, GR Nudd, TJ Atherton - 1995 - wrap.warwick.ac.uk
A characterisation toolset, Characterisation Instrumentation for Performance Prediction of
Parallel Systems (CHIP3S), for predicting the performance of parallel systems is presented …

Challenges in Multicore Performance Predictions

M Frank, F Klinaku, S Becker - Companion of the 2018 ACM/SPEC …, 2018 - dl.acm.org
Software performance predictions are an established part of an engineering like software
development process and therefore relevant to enable high quality and to ensure …

Performance prediction and ranking of supercomputers

TY Chen, O Khalili, RL Campbell Jr, L Carrington… - Advances in …, 2008 - Elsevier
Performance prediction indicates the time required for execution of an application on a
particular machine. Machine ranking indicates the set of machines that is likely to execute an …

Methodology to predict scalability of parallel applications

C Rosas, J Giménez Lucas… - … (2nd: 2015: Barcelona …, 2015 - upcommons.upc.edu
In the road to exascale computing, the inference of expected performance of parallel
applications results in a complex task. Performance analysts need to identify the behavior of …

Can linear approximation improve performance prediction?

V Babka, P Tůma - … Engineering Workshop, EPEW 2011, Borrowdale, UK …, 2011 - Springer
Software performance evaluation relies on the ability of simple models to predict the
performance of complex systems. Often, however, the models are not capturing potentially …

Performance prediction and benchmarking: Results from the ALPSTONE project

W Kuhn - … Conference on High-Performance Computing and …, 1996 - Springer
The ALPSTONE project comprises a methodology and tools that guide a programmer of
parallel software from the design of a program to the finished code under the aspect of …

A hierarchical approach to workload characterization for parallel systems

M Calzarossa, G Haring, G Kotsis, A Merlo… - … and Exhibition Milan …, 1995 - Springer
Performance evaluation studies are to be an integral part of the design and tuning of parallel
applications. We propose a hierarchical approach to the systematic characterization of the …

[图书][B] Automatic performance prediction of parallel programs

T Fahringer - 2012 - books.google.com
Automatic Performance Prediction of Parallel Programs presents a unified approach to the
problem of automatically estimating the performance of parallel computer programs. The …