DocumentCode :
1654979
Title :
Performance-reliability tradeoff analysis for multithreaded applications
Author :
Oz, Isil ; Topcuoglu, Haluk Rahmi ; Kandemir, Mahmut ; Tosun, Oguz
Author_Institution :
Comput. Eng. Dept., Bogazici Univ., Istanbul, Turkey
fYear :
2012
Firstpage :
893
Lastpage :
898
Abstract :
Modern architectures become more susceptible to transient errors with the scale down of circuits. This makes reliability an increasingly critical concern in computer systems. In general, there is a tradeoff between system reliability and performance of multithreaded applications running on multicore architectures. In this paper, we conduct a performance-reliability analysis for different parallel versions of three data-intensive applications including FFT, Jacobi Kernel, and Water Simulation. We measure the performance of these programs by counting execution clock cycles, while the system reliability is measured by Thread Vulnerability Factor (TVF) which is a recently-proposed metric. TVF measures the vulnerability of a thread to hardware faults at a high level. We carry out experiments by executing parallel implementations on multicore architectures and collect data about the performance and vulnerability. Our experimental evaluation indicates that the choice is clear for FFT application and Jacobi Kernel. Transpose algorithm for FFT application results in less than 5% performance loss while the vulnerability increases by 20% compared to binary-exchange algorithm. Unrolled Jacobi code reduces execution time up to 50% with no significant change on vulnerability values. However, the tradeoff is more interesting for Water Simulation where nsquared version reduces the vulnerability values significantly by worsening the performance with similar rates compared to faster but more vulnerable spatial version.
Keywords :
Jacobian matrices; fast Fourier transforms; integrated circuit reliability; microprocessor chips; FFT application; Jacobi Kernel; TVF; chip multiprocessors; computer systems; execution clock cycles; multicore architectures; multithreaded applications; performance-reliability tradeoff analysis; thread vulnerability factor; transient errors; unrolled Jacobi code; water simulation; Hardware; Instruction sets; Jacobian matrices; Measurement; Multicore processing; Registers; Reliability; Distributed Algorithms; Multi-Core Architectures and Support; Reliable Parallel;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Design, Automation & Test in Europe Conference & Exhibition (DATE), 2012
Conference_Location :
Dresden
ISSN :
1530-1591
Print_ISBN :
978-1-4577-2145-8
Type :
conf
DOI :
10.1109/DATE.2012.6176624
Filename :
6176624
Link To Document :
بازگشت