GitHub

A Framework Empowering High-Level Synthesis Datasets for Machine Learning and Beyond

conda install --channel https://sharc-lab.github.io/HLSFactory/dist-conda hlsfactory # or mamba install --channel https://sharc-lab.github.io/HLSFactory/dist-conda ...
IEEE

Array-Specific Dataflow Caches for High-Level Synthesis of Memory-Intensive Algorithms on FPGAs

Abstract: Designs implemented on field-programmable gate arrays (FPGAs) via high-level synthesis (HLS) suffer from off-chip memory latency and bandwidth bottlenecks. FPGAs can access both large but ...
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 ...
tech-ish.com

Google finally adds native HLS playback to Chrome, Edge, & other Chromium desktop browsers

After nearly four years of development, Google is finally rolling out native HTTP Live Streaming (HLS) playback to Chrome on desktop with version 142 and newer, a major upgrade that’s also arriving on ...
IEEE

Evaluation of Model Quantization Method on Vitis-AI for Mitigating Adversarial Examples

Abstract: Adversarial examples (AEs) are typical model evasion attacks and security threats in deep neural networks (DNNs). One of the countermeasures is adversarial training (AT), and it trains DNNs ...