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Mapping to Irregular Torus Topologies and Other Techniques for Petascale Biomolecular Simulation
Summary
This study presents topology-aware mapping methods for the NAMD molecular dynamics program on large-scale supercomputers. These techniques improve performance by minimizing network contention in complex supercomputer architectures.
Area of Science:
- High-performance computing
- Computational science
- Network topology optimization
Background:
- Petascale supercomputers utilize multi-dimensional toroidal networks.
- Topology-agnostic codes face network contention on large node counts (20,000+ nodes).
- Irregular node allocations complicate topology adaptation.
Purpose of the Study:
- To develop topology-aware mapping methods for NAMD on supercomputers.
- To enable large-scale (hundred-million atom) molecular dynamics simulations.
- To optimize domain decomposition for efficient communication.
Main Methods:
- Mapping periodic 3-D spatial decomposition domains to 3-D Cray Gemini and 5-D IBM Blue Gene/Q networks.
- Utilizing topology awareness to mitigate network contention.
- Partitioning node allocations into compact domains for smaller simulations with multiple-copy algorithms.
Main Results:
- Enabled hundred-million atom full machine simulations using NAMD.
- Demonstrated improved performance through topology adaptation.
- Reported performance across multiple supercomputing platforms (NCSA Blue Waters, ORNL Titan, ANL Mira, TACC Stampede, NERSC Edison).
Conclusions:
- Topology-aware mapping is crucial for efficient large-scale simulations on modern supercomputers.
- The presented methods enhance the performance of communication-intensive codes like NAMD.
- Optimized domain decomposition strategies are vital for maximizing supercomputer utilization.
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