A Length Adaptive Algorithm-Hardware Co-design of Transformer on FPGA Through Sparse Attention and Dynamic Pipelining.
Hongwu PengShaoyi HuangShiyang ChenBingbing LiTong GengAng LiWeiwen JiangWujie WenJinbo BiHang LiuCaiwen DingPublished in: CoRR (2022)
Keyphrases
- hardware implementation
- detection algorithm
- computational cost
- low cost
- segmentation algorithm
- cost function
- learning algorithm
- expectation maximization
- dynamic programming
- search space
- optimal solution
- real time
- optimization algorithm
- np hard
- dynamic environments
- computational complexity
- simulated annealing
- worst case
- similarity measure
- matching algorithm
- k means
- image processing algorithms
- field programmable gate array
- hardware architecture
- vlsi implementation