Avoiding Algorithmic Obfuscation in a Message-Driven Parallel MD Code
| James Phillips | Robert Brunner | Aritomo Shinozaki | Milind Bhandarkar | Neal Krawetz | Laxmikant Kale | Robert Skeel | Klaus Schulten
Lecture Notes in Computer Science (LNCS) 1998
Publication Type: Paper
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Abstract
Parallel molecular dynamics programs employing shared memory or replicated data architectures encounter problems scaling to large numbers of processors. Spatial decomposition schemes offer better performance in theory, but often suffer from complexity of implementation and difficulty in load balancing. In the program NAMD 2, we have addressed these issues with a hybrid decomposition scheme in which atoms are distributed among processors in regularly sized patches while the work involved in computing interactions between patches is decomposed into independently assignable compute objects. When needed, patches are represented on remote processors by proxies. The execution of compute objects takes place in a prioritized message-driven manner, allowing maximum overlap of work and communication without significant programmer effort. In order to avoid obfuscation of the simulation algorithm by the parallel framework, the algorithm associated with a patch is encapsulated by a single function executing in a separate thread. Output and calculations requiring globally reduced quantities are similarly isolated in a single thread executing on the master node. This combination of features allows us to make efficient use of large parallel machines and clusters of multiprocessor workstations while presenting minimal barriers to method development and implementation.
TextRef
James C. Phillips and Robert Brunner and Aritomo Shinozaki and Milind Bhandarkar and Neal Krawetz and Laxmikant Kale and Robert D. Skeel and Klaus Schulten, "Avoiding Algorithmic Obfuscation in a Message-Driven Parallel MD Code", Computational Molecular Dynamics: Challenges, Methods, Ideas, Lecture Notes in Computational Science and Engineering, Publ: Springer-Verlag, ed. P. Deuflhard and J. Hermans and B. Leimkuhler and A. Mark and S. Reich and R. D. Skeel, vol. 4, November 1998, pp. 472--482.
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