Non quia difficilia sunt non audemus, sed quia non audemus difficilia sunt
Home -> Publications
Home
  Publications
    
edited volumes
  Awards
  Research
  Teaching
  BLOG
  Miscellaneous
  Full CV [pdf]
  blog






  Events








  Past Events





Publications of Torsten Hoefler
Johannes de Fine Licht, Grzegorz Kwasniewski, Torsten Hoefler:

 Flexible Communication Avoiding Matrix Multiplication on FPGA with High-Level Synthesis

(Feb. 2020, In Proceedings of the 28th ACM/SIGDA International Symposium on Field-Programmable Gate Arrays )

Abstract

Data movement is the dominating factor affecting performance and energy in modern computing systems. Consequently, many algorithms have been developed to minimize the number of I/O operations for common computing patterns. Matrix multiplication is no exception, and lower bounds have been proven and implemented both for shared and distributed memory systems. Reconfigurable hardware platforms are a lucrative target for I/O minimizing algorithms, as they offer full control of memory accesses to the programmer. While bounds developed in the context of fixed architectures still apply to these platforms, the spatially distributed nature of their computational and memory resources requires a decentralized approach to optimize algorithms for maximum hardware utilization. We present a model to optimize matrix multiplication for FPGA platforms, simultaneously targeting maximum performance and minimum off-chip data movement, within constraints set by the hardware. We map the model to a concrete architecture using a high-level synthesis tool, maintaining a high level of abstraction, allowing us to support arbitrary data types, and enables maintainability and portability across FPGA devices. Kernels generated from our architecture are shown to offer competitive performance in practice, scaling with both compute and memory resources. We offer our design as an open source project to encourage the open development of linear algebra and I/O minimizing algorithms on reconfigurable hardware platforms.

Documents

download article:
 

BibTeX

@inproceedings{,
  author={Johannes de Fine Licht and Grzegorz Kwasniewski and Torsten Hoefler},
  title={{Flexible Communication Avoiding Matrix Multiplication on FPGA with High-Level Synthesis}},
  year={2020},
  month={Feb.},
  note={In Proceedings of the 28th ACM/SIGDA International Symposium on Field-Programmable Gate Arrays},
  source={http://www.unixer.de/~htor/publications/},
}


serving: 3.219.31.204:38674© Torsten Hoefler