The Aladdin Approach to Accelerator Design and Modeling
The Aladdin Approach to Accelerator Design and Modeling
复制标题
阿拉丁加速器设计和建模方法
DOI:
10.1109/mm.2015.50
复制
发表时间:
2015
期刊:
影响因子:
3.6
通讯作者:
D. Brooks
中科院分区:
文献类型:
--
作者:
Y. Shao;Brandon Reagen;Gu;D. Brooks
Hardware specialization, in the form of datapath and control circuitry customized to particular algorithms or applications, promises impressive performance and energy advantages compared to traditional architectures. Current research in accelerators relies on RTL-based synthesis flows to produce accurate timing, power, and area estimates. Such techniques not only require significant effort and expertise but also are slow and tedious to use, making large design space exploration infeasible. To overcome this problem, the authors developed Aladdin, a pre-RTL, power-performance accelerator modeling framework and demonstrated its application to system-on-chip (SoC) simulation. Aladdin estimates performance, power, and area of accelerators within 0.9, 4.9, and 6.6 percent with respect to RTL implementations. Integrated with architecture-level general-purpose core and memory hierarchy simulators, Aladdin provides researchers with a fast but accurate way to model the power and performance of accelerators in an SoC environment.