Model-based dynamic scheduling for multicore implementation of image processing systems

Jiahao Wu, Timothy Blattner, Walid Keyrouz, S. Bhattacharyya
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引用次数: 7

Abstract

In this paper, we present a new software tool, called HTGS Model-based Engine (HMBE), for the design and implementation of multicore signal processing applications. HMBE provides complementary capabilities to HTGS (Hybrid Task Graph Scheduler), which is a recently-introduced software tool for implementing scalable workflows for high performance computing applications. HMBE integrates advanced design optimization techniques provided in HTGS with model-based approaches that are founded on dataflow principles. Such integration contributes to (a) making the application of HTGS more systematic and less time consuming, (b) incorporating additional dataflow-based optimization capabilities with HTGS optimizations, and (c) automating significant parts of the HTGS-based design process. In this paper, we present HMBE with an emphasis on novel dynamic scheduling techniques that are developed as part of the tool. We demonstrate the utility of HMBE through a case study involving an image stitching application for large scale microscopy images.
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基于模型的多核图像处理系统动态调度
在本文中,我们提出了一种新的软件工具,称为HTGS基于模型的引擎(HMBE),用于设计和实现多核信号处理应用。HMBE为HTGS(混合任务图调度程序)提供了补充功能,HTGS是最近推出的一种软件工具,用于实现高性能计算应用程序的可扩展工作流。HMBE将HTGS提供的先进设计优化技术与基于数据流原理的基于模型的方法集成在一起。这种集成有助于(a)使HTGS的应用更系统化,更节省时间,(b)将额外的基于数据流的优化功能与HTGS优化相结合,以及(c)自动化基于HTGS的设计过程的重要部分。在本文中,我们提出了HMBE,重点是作为该工具的一部分开发的新型动态调度技术。我们通过一个涉及大型显微镜图像拼接应用的案例研究来展示HMBE的实用性。
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