2 July 2002 Minimizing energy dissipation of matrix multiplication kernel on Virtex-II
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Proceedings Volume 4867, Reconfigurable Technology: FPGAs and Reconfigurable Processors for Computing and Communications IV; (2002) https://doi.org/10.1117/12.455487
Event: ITCom 2002: The Convergence of Information Technologies and Communications, 2002, Boston, MA, United States
Abstract
In this paper, we develop energy-efficient designs for matrix multiplication on FPGAs. To analyze the energy dissipation, we develop a high-level model using domain-specific modeling techniques. In this model, we identify architecture parameters that significantly affect the total energy (system-wide energy) dissipation. Then, we explore design trade-offs by varying these parameters to minimize the system-wide energy. For matrix multiplication, we consider a uniprocessor architecture and a linear array architecture to develop energy-efficient designs. For the uniprocessor architecture, the cache size is a parameter that affects the I/O complexity and the system-wide energy. For the linear array architecture, the amount of storage per processing element is a parameter affecting the system-wide energy. By using maximum amount of storage per processing element and minimum number of multipliers, we obtain a design that minimizes the system-wide energy. We develop several energy-efficient designs for matrix multiplication. For example, for 6×6 matrix multiplication, energy savings of upto 52% for the uniprocessor architecture and 36% for the linear arrary architecture is achieved over an optimized library for Virtex-II FPGA from Xilinx.
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Seonil Choi, Viktor K. Prasanna, Ju-wook Jang, "Minimizing energy dissipation of matrix multiplication kernel on Virtex-II", Proc. SPIE 4867, Reconfigurable Technology: FPGAs and Reconfigurable Processors for Computing and Communications IV, (2 July 2002); doi: 10.1117/12.455487; https://doi.org/10.1117/12.455487
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