A framework for flexible and scalable replica-exchange on production distributed CI

B. Radak, Tai-Sung Lee, Peng He, Melissa Romanus, Ole Weidner, Wei Dai, Emilio Gallicchio, N. Deng, D. York, R. Levy, S. Jha
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引用次数: 8

Abstract

Replica exchange represents a powerful class of algorithms used for enhanced configurational and energetic sampling in a range of physical systems. Computationally it represents a type of application with multiple scales of communication. At a fine-grained level there is often communication with a replica, typically an MPI process. At a coarse-grained level, the replicas communicate with other replicas -- both temporally as well as in amount of data exchanged. This paper outlines a novel framework developed to support the flexible execution of large-scale replica exchange. The framework is flexible in the sense that it supports different coupling schemes between replicas and is agnostic to the specific underlying simulation -- classical or quantum, serial or parallel simulation. The scalability of the framework is assessed using standard simulation benchmarks. In spite of the increasing communication and coordination requirements as a function of the number of replicas, our framework supports the execution of hundreds replicas without significant overhead. Although there are several specific aspects that will benefit from further optimization, a first working prototype has the ability to fundamentally change the scale of replica exchange simulations possible on production distributed cyberinfrastructure such as XSEDE, as well as support novel usage modes. This paper also represents the release of the framework to the broader biophysical simulation community and provides details on its usage.
用于在生产分布式CI上灵活和可扩展的副本交换的框架
副本交换代表了一类强大的算法,用于在一系列物理系统中增强配置和能量采样。在计算上,它代表了一种具有多尺度通信的应用程序。在细粒度级别上,通常存在与副本(通常是MPI进程)的通信。在粗粒度级别上,副本与其他副本通信——既在时间上通信,也在交换数据量上通信。本文概述了一个支持大规模副本交换灵活执行的新框架。该框架是灵活的,因为它支持副本之间不同的耦合方案,并且与特定的底层模拟(经典或量子、串行或并行模拟)无关。使用标准模拟基准测试评估框架的可伸缩性。尽管随着副本数量的增加,通信和协调需求不断增加,但我们的框架支持执行数百个副本,而没有显著的开销。虽然有几个特定的方面将受益于进一步的优化,但第一个工作原型能够从根本上改变生产分布式网络基础设施(如XSEDE)上可能的副本交换模拟的规模,并支持新的使用模式。本文还代表了该框架向更广泛的生物物理模拟社区的发布,并提供了其使用的详细信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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