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Asynchronous parallel simulation of parallel programs
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DOI：10.1109/32.846297.png)
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Parallel simulation of parallel programs for large datasets has been shown to offer significant reduction in the execution time of many discrete event models. This paper describes the design and implementation of MPI-SIM, a library for the execution driven parallel simulation of task and data parallel programs. MPI-SIM can he used to predict the performance of existing programs written using MPI for message-passing, or written in UC, a data parallel language, compiled to use message-passing. The simulation models can be executed sequentially or in parallel. Parallel execution of the models are synchronized using a set of asynchronous conservative protocols. This paper demonstrates how protocol performance is improved by the use of application-level, runtime analysis. The analysis targets the communication patterns of the application. We show the application-level analysis for message passing and data parallel languages. We present the validation and performance results for the simulator for a set of applications that include the NAS Parallel Benchmark suite. The application-level optimization described in this paper yielded significant performance improvements in the simulation of parallel programs, and in some cases completely eliminated the synchronizations in the parallel execution of the simulation model.
Keyword:
parallel discrete event simulation
program simulation
conservative protocols
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