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SCGPSim: a fast SystemC simulator on GPUs

Published: 18 January 2010 Publication History

Abstract

The main objective of this paper is to speed up the simulation performance of SystemC designs at the RTL abstraction level by exploiting the high degree of parallelism afforded by today's general purpose graphics processors (GPGPUs). Our approach parallelizes SystemC's discrete-event simulation (DES) on GPGPUs by transforming the model of computation of DES into a model of concurrent threads that synchronize as and when necessary. Unlike the cooperative threading model employed in the SystemC reference implementation, our threading model is capable of executing in parallel on the large number of simple processing units available on GPUs. Our simulation infrastructure is called SCGPSim1 and it includes a source-to-source (S2S) translator to transform synthesizable SystemC models into parallelly executable programs targeting an NVIDIA GPU. The translator retains the simulation semantics of the original designs by applying semantics preserving transformations. The resulting transformed models mapped onto the massively parallel architecture of GPUs improve simulation efficiency quite substantially. Preliminary experiments with varying-sized examples such as AES, ALU, and FIR have shown simulation speed-ups ranging from 30x to 100x. Considering that our transformations are not yet optimized, we believe that optimizing them will improve the simulation performance even further.

References

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D. Berner, J.-P. Talpin, H. D. Patel, D. Mathaikutty, and S. K. Shukla. Systemcxml: An exstensible systemc front end using xml. In FDL, pages 405--409. ECSI, 2005.
[2]
L. Kaouane, D. Houzet, and S. Huet. SysCellC: SystemC on Cell. Computational Science and its Applications, International Conference, 0:234--244, 2008.
[3]
Y. N. Naguib and R. S. Guindi. Speeding up systemc simulation through process splitting. In R. Lauwereins and J. Madsen, editors, DATE, pages 111--116. ACM, 2007.
[4]
NVIDIA Corp. NVIDIA CUDA. http://www.nvidia.com/cuda.
[5]
OSCI. SystemC. http://www.systemc.org/.
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H. D. Patel and S. K. Shukla. Towards a heterogeneous simulation kernel for system-level models: a SystemC kernel for synchronous data flow models. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 24(8):1261--1271, 2005.
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D. G. Pérez, G. Mouchard, and O. Temam. A new optimized implemention of the systemc engine using acyclic scheduling. In DATE '04: Proceedings of the conference on Design, automation and test in Europe, page 10552, Washington, DC, USA, 2004.
[8]
K. S. Perumalla. Discrete-event Execution Alternatives on General Purpose Graphical Processing Units (GPGPUs). In PADS '06: Proceedings of the 20th Workshop on Principles of Advanced and Distributed Simulation, pages 74--81, Washington, DC, USA, 2006.
[9]
N. Savoiu, S. K. Shukla, and R. K. Gupta. "design for synthesis, transform for simulation: Automatic transformation of threading structures in high-level system models". UC Irvine Technical Report, 2001.
[10]
S. A. Sharad and S. K. Shukla. Optimizing system models for simulation efficiency. Kluwer Academic Publishers, Norwell, MA, USA, 2004.

Cited By

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  • (2017)A High-speed Verilog HDL Simulation Method using a Lightweight TranslatorACM SIGARCH Computer Architecture News10.1145/3039902.303990844:4(26-31)Online publication date: 11-Jan-2017
  • (2016)SystemC-LinkProceedings of the 2016 Conference on Design, Automation & Test in Europe10.5555/2971808.2971922(493-498)Online publication date: 14-Mar-2016
  • (2015)Adaptive algorithm and tool flow for accelerating SystemC on many-core architecturesMicroprocessors & Microsystems10.1016/j.micpro.2015.06.00139:8(1063-1075)Online publication date: 1-Nov-2015
  • Show More Cited By

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cover image ACM Conferences
ASPDAC '10: Proceedings of the 2010 Asia and South Pacific Design Automation Conference
January 2010
920 pages
ISBN:9781605588377

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IEEE Press

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Published: 18 January 2010

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Overall Acceptance Rate 466 of 1,454 submissions, 32%

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Cited By

View all
  • (2017)A High-speed Verilog HDL Simulation Method using a Lightweight TranslatorACM SIGARCH Computer Architecture News10.1145/3039902.303990844:4(26-31)Online publication date: 11-Jan-2017
  • (2016)SystemC-LinkProceedings of the 2016 Conference on Design, Automation & Test in Europe10.5555/2971808.2971922(493-498)Online publication date: 14-Mar-2016
  • (2015)Adaptive algorithm and tool flow for accelerating SystemC on many-core architecturesMicroprocessors & Microsystems10.1016/j.micpro.2015.06.00139:8(1063-1075)Online publication date: 1-Nov-2015
  • (2013)On the automatic generation of GPU-oriented software applications from RTL IPsProceedings of the Ninth IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System Synthesis10.5555/2555692.2555704(1-10)Online publication date: 29-Sep-2013
  • (2013)On the use of GP-GPUs for accelerating compute-intensive EDA applicationsProceedings of the Conference on Design, Automation and Test in Europe10.5555/2485288.2485613(1357-1366)Online publication date: 18-Mar-2013
  • (2012)FAST-GPProceedings of the Conference on Design, Automation and Test in Europe10.5555/2492708.2492848(562-565)Online publication date: 12-Mar-2012
  • (2012)SystemC simulation on GP-GPUsProceedings of the eighth IEEE/ACM/IFIP international conference on Hardware/software codesign and system synthesis10.1145/2380445.2380500(343-352)Online publication date: 7-Oct-2012
  • (2012)SAGAProceedings of the 49th Annual Design Automation Conference10.1145/2228360.2228382(115-120)Online publication date: 3-Jun-2012
  • (2012)Multi-level Parallelism for Time- and Cost-Efficient Parallel Discrete Event Simulation on GPUsProceedings of the 2012 ACM/IEEE/SCS 26th Workshop on Principles of Advanced and Distributed Simulation10.1109/PADS.2012.27(23-32)Online publication date: 15-Jul-2012
  • (2011)HLA-based simulation environment for distributed SystemC simulationProceedings of the 4th International ICST Conference on Simulation Tools and Techniques10.5555/2151054.2151078(108-114)Online publication date: 21-Mar-2011
  • Show More Cited By

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