DocumentCode :
1393840
Title :
Stochastic Contention Level Simulation for Single-Chip Heterogeneous Multiprocessors
Author :
Bobrek, Alex ; Paul, JoAnn M. ; Thomas, Donald E.
Author_Institution :
ExxonMobil Upstream Res. Co., Houston, TX, USA
Volume :
59
Issue :
10
fYear :
2010
Firstpage :
1402
Lastpage :
1418
Abstract :
Single-chip systems, featuring multiple heterogeneous processors and a variety of communication and memory architectures, have emerged to satisfy the demand for networking, handheld computing, and other custom devices. When simulated at cycle-accurate level, these system models are slow to build and execute, severely limiting the number of design iterations that can be considered. A key challenge in raising the simulation level above the clock cycle is an effective method for estimating contention for shared resources such as memories and busses. This paper introduces a new level of design called the Stochastic Contention Level (SCL). Instead of considering shared resource accesses at the clock cycle granularity, SCL simulations operate on blocks that are thousands to millions of clock cycles long, stochastically capturing contention for shared resources via sampled access attributes, while still retaining an event-based simulation framework. The SCL approach results in speedups of 40{times} over cycle-accurate simulation, with average simulation errors of less than one percent with 95 percent confidence intervals of about pm 3 {rm percent}, providing a unique combination of simulation capabilities, performance, and accuracy. This significant increase in simulation performance enables the system designers to explore more of the design space than possible with traditional simulation approaches.
Keywords :
memory architecture; microprocessor chips; stochastic processes; average simulation error; clock cycle granularity; cycle-accurate level; design space; event-based simulation framework; handheld computing; memory architectures; multiple heterogeneous processors; simulation level; single-chip heterogeneous multiprocessors; single-chip system; stochastic contention level simulation; Clocks; Computational modeling; Computer networks; Computer simulation; Delay; Discrete event simulation; Handheld computers; Memory architecture; Stochastic processes; Stochastic systems; Performance modeling; contention modeling; heterogeneous multiprocessors.; simulation; statistical regression models; stochastic contention level;
fLanguage :
English
Journal_Title :
Computers, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9340
Type :
jour
DOI :
10.1109/TC.2010.19
Filename :
5396328
Link To Document :
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