IEEE

Unified OpenCL Integration Methodology for FPGA Designs

Abstract: OpenCL is a widely adopted open standard for general purpose programming of diverse heterogeneous parallel platforms that can harness various device types such as CPUs, DSPs, GPUs, FPGAs and ...
IEEE

An OpenCL-Based FPGA Accelerator for Compressed YOLOv2

Abstract: Convolutional neural networks (CNNs) are widely used in computer vision applications. GPU has been the mainstream accelerator for CNNs. Compared with GPU, FPGA has the advantages of high ...
GitHub

Monte Carlo Methods applied to the Black-Scholes financial market model

This project implements a Monte Carlo simulation of the Black-Scholes financial model, using both the European and the Asian options. It contains an OpenCL C++ kernel, to be mapped to FPGA via SDAccel ...
GitHub

An FPGA Accelerator for Transformer Inference

We accelerated a BERT layer across two FPGAs, partitioned into four pipeline stages. We conduct three levels of optimization using Vitis HLS and report runtimes. The accelerator implements a ...