Abstract
In several commercial network processors programming environments, programmer must manually assign many processing tasks to the processor pipelines which consist of many processing engines. Due to the large exploration space, this manual procedure is usually very tedious and inefficient and the optimal or even near-optimal assignment scheme may be difficult to obtain. This paper proposes an automated task-to-PE assignment algorithm based on genetic algorithm. Experimental results show that this method can quickly obtain near-optimal solutions from the large solution space and the algorithm execution time is decoupled with pipeline stages. These two features make this method very suitable to be used in a NP application development environment and provide a more efficient development experience for developers.
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Xiaoping, W., Liming, C.: Genetic Algorithm: Theory, Application and Software Implementation, Xi’An. Press of Jiaotong University
Franklin, M.A., Datar, S.: Pipeline Task Scheduling on Network Processors. In: Workshop on Network Processors & Applications - NP3, Madrid, Spain (Febuary 2004)
Malloy, B.A., Lloyd, E.L., Souffa, M.L.: Scheduling DAG’s for asynchronous multiprocessor execution. IEEE Transactions on Parallel and Distributed Systems 5(5), 498–508 (1994)
Goldberg, D.E.: Genetic Algorithms in Search, Optimization, and Machine Learning (Hardcover). Addison-Wesley Professional, Reading (January 1989)
Weng, N., Wolf, T.: Pipelining vs. Multiprocessors – Choosing the Right Network Processor System Topology. In: Proceedings of ANCHOR 2004 (June 2004)
Dai, J., Huang, B., et al.: Automatically Partitioning Packet Processing Applications for Pipelined Architectures. In: Proceedings of ACM SIGPLAN PLDI 2005 (June 2005)
Shoumeng, Y., Xingshe, Z., Lingmin, W.: GA-Based Automated Task Assignment on Network Processors. In: Proceedings of ICPADS 2005 (July 2005)
Fan, Z., Xingshe, Z., Shoumeng, Y.: Design and Implementation of Network Processor Programming Model Based on Software Component. In: To appear in Computer Engineering and Applications (in Chinese)
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© 2005 Springer-Verlag Berlin Heidelberg
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Yan, S., Zhou, X., Wang, L., Zhang, F., Wang, H. (2005). Task Assignment for Network Processor Pipelines Using GA. In: Cao, J., Nejdl, W., Xu, M. (eds) Advanced Parallel Processing Technologies. APPT 2005. Lecture Notes in Computer Science, vol 3756. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11573937_27
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DOI: https://doi.org/10.1007/11573937_27
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-29639-3
Online ISBN: 978-3-540-32107-1
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