STPAcc: Structural TI-Based Pruning for Accelerating Distance-Related Algorithms on CPU-FPGA Platforms

Yuke Wang,Boyuan Feng,Gushu Li,Lei Deng,Yuan Xie,Yufei Ding

IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems（2022）

引用 3|浏览24

暂无评分

摘要

As a promising solution to boost the performance of distance-related algorithms (e.g., $K$ -means and KNN), FPGA-based acceleration attracts lots of attention, but also comes with numerous challenges. In this work, we propose, STPAcc, an optimization framework based on structural triangle-inequality (TI)-based pruning (...

查看译文

关键词

Optimization,Field programmable gate arrays,Hardware,Clustering algorithms,Computational modeling,Standards,Partitioning algorithms

AI 理解论文

溯源树

样例

生成溯源树，研究论文发展脉络

Chat Paper

正在生成论文摘要