动态模板:在可重构集群中有效地利用运行时资源

Xinyu Niu, J. Coutinho, Yu Wang, W. Luk
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引用次数: 7

摘要

可重构集群中的计算节点在执行过程中被应用程序占用和释放。在编译时,应用程序开发人员并不知道运行时可用的资源量。动态模板是一种通过构建可伸缩设计来优化模板应用程序的方法,该设计可以适应可重构集群中可用的运行时资源。这种方法有三个阶段:编译时优化、运行时初始化和运行时缩放,可用于为模板计算开发有效的服务器。利用该方法开发了一个高性能的模板应用程序——逆时迁移。实验结果表明,动态模板设计可以实现高吞吐量和显著的资源利用率,并且可以动态扩展到在执行过程中可用的节点。静态优化和初始化后,动态模板设计比参考CPU, GPU, MaxGenFD, Blue Gene/P, Blue Gene/Q和Cray XK6设计快1.8至88倍,节能1.7至92倍;当动态缩放时,该设计的资源利用率达到91%,比静态设计高1.8 - 2.3倍。
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Dynamic Stencil: Effective exploitation of run-time resources in reconfigurable clusters
Computing nodes in reconfigurable clusters are occupied and released by applications during their execution. At compile time, application developers are not aware of the amount of resources available at run time. Dynamic Stencil is an approach that optimises stencil applications by constructing scalable designs which can adapt to available run-time resources in a reconfigurable cluster. This approach has three stages: compile-time optimisation, run-time initialisation, and run-time scaling, and can be used in developing effective servers for stencil computation. Reverse-Time Migration, a high-performance stencil application, is developed with the proposed approach. Experimental results show that high throughput and significant resource utilisation can be achieved with Dynamic Stencil designs, which can dynamically scale into nodes becoming available during their execution. When statically optimised and initialised, the Dynamic Stencil design is 1.8 to 88 times faster and 1.7 to 92 times more power efficient than reference CPU, GPU, MaxGenFD, Blue Gene/P, Blue Gene/Q and Cray XK6 designs; when dynamically scaled, resource utilisation of the design reaches 91%, which is 1.8 to 2.3 times higher than their static counterparts.
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