Integer-only Quantized Transformers for Embedded FPGA-based Time-series Forecasting in AIoT
This paper presents the design of a hardware accelerator for Transformers, optimized for on-
device time-series forecasting in AIoT systems. It integrates integer-only quantization and …
device time-series forecasting in AIoT systems. It integrates integer-only quantization and …
HG-PIPE: Vision Transformer Acceleration with Hybrid-Grained Pipeline
Vision Transformer (ViT) acceleration with field programmable gate array (FPGA) is
promising but challenging. Existing FPGA-based ViT accelerators mainly rely on temporal …
promising but challenging. Existing FPGA-based ViT accelerators mainly rely on temporal …