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Exploring performance trade-offs of a JPEG decoder using the deepcompass framework

机译:使用Deepcompass框架探索JPEG解码器的性能折衷

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Designing embedded systems for multiprocessor platforms requires early prediction and balancing of multiple system quality attributes. We present a design space exploration framework for component-based software systems that allows an architect to get insight into a space of possible design alternatives with further evaluation and comparison of these alternatives. The framework provides (a) tool-guided design of multiple alternatives of software and hardware architectures, (b) early design-time predictions of performance properties and identification of bottlenecks for each architectural alternative, and (c) evaluation of each alternative with respect to multi-objective trade-offs. The performance prediction technique employs modeling of individual components and composition of the models into a system model representing the system behaviour and resource usage. We illustrate the framework by a case study of a JPEG decoder application. For this system, we consider architectural alternatives, show their specification, and explore their trade-offs with respect to task latencies, resource utilization and system cost.
机译:为多处理器平台设计嵌入式系统需要对多个系统质量属性进行早期预测和平衡。我们为基于组件的软件系统提供了一个设计空间探索框架,使架构师可以通过进一步评估和比较这些替代方案来深入了解可能的设计替代方案。该框架提供(a)软件和硬件体系结构的多种替代方案的工具指导设计,(b)每种体系结构替代方案的性能属性的早期设计时预测和瓶颈识别,以及(c)相对于每种替代方案的评估多目标权衡。性能预测技术采用单个组件的建模以及将模型的组成转换成表示系统行为和资源使用情况的系统模型。我们通过对JPEG解码器应用程序进行案例研究来说明该框架。对于该系统,我们考虑架构替代方案,显示其规格,并就任务延迟,资源利用率和系统成本进行权衡取舍。

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