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Polymer field-theory simulations on graphics processing units
Authors:Kris T. Delaney  Glenn H. Fredrickson
Affiliation:1. Materials Research Laboratory, University of California, Santa Barbara, CA 93106-5121, USA;2. Departments of Materials and Chemical Engineering, University of California, Santa Barbara, CA 93106-5050, USA
Abstract:We report the first CUDA™ graphics-processing-unit (GPU) implementation of the polymer field-theoretic simulation framework for determining fully fluctuating expectation values of equilibrium properties for periodic and select aperiodic polymer systems. Our implementation is suitable both for self-consistent field theory (mean-field) solutions of the field equations, and for fully fluctuating simulations using the complex Langevin approach. Running on NVIDIA®  Tesla T20 series GPUs, we find double-precision speedups of up to 30×30× compared to single-core serial calculations on a recent reference CPU, while single-precision calculations proceed up to 60×60× faster than those on the single CPU core. Due to intensive communications overhead, an MPI implementation running on 64 CPU cores remains two times slower than a single GPU.
Keywords:Field-theoretic simulations   SCFT   Polymer theory   CUDA   GPU
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