{"repo":"fastmachinelearning/hls4ml","free":true,"listed":false,"github":"https://github.com/fastmachinelearning/hls4ml","clone":"git clone https://github.com/fastmachinelearning/hls4ml.git","description":"Machine learning on FPGAs using HLS","language":"Python","stars":2107,"topics":["hls","machine-learning","fpga","python","keras","pytorch","onnx","vivado","vivado-hls","neural-network"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"A package for machine learning inference in FPGAs. We create firmware implementations of machine learning algorithms using high level synthesis language (HLS). We translate traditional open-source machine learning package models into HLS that can be configured for your use-case! hls4ml is designed for ultra-low-latency inference on FPGAs. While it has strong roots in high-energy physics applications (e.g., L1 trigger systems at the CERN Large Hadron Collider), it has also been adopted across diverse scientific and industrial domains. Example use cases include control systems for quantum computing, feedback loops in nuclear fusion, low-power environmental monitoring on satellites, and biomedical signal processing (e.g., arrhythmia classification). If you have any questions, comments, or ideas regarding hls4ml or just want to show us how you use hls4ml, don't hesitate to reach us through the discussions tab. Documentation & Tutorial For more information visit the webpage: https://fastmachinelearning.org/hls4ml/. For introductory material on FPGAs, HLS and ML inferences using hls4ml, check out the video. Detailed tutorials on how to use hls4ml 's various functionalities can be found here. Installation To install the extra dependencies for profiling: Getting Started Creating an HLS project Building a project. We will build the project using Xilinx Vivado HLS, which can be downloaded and installed from here. Alongside Vivado HLS, hls4ml also supports Vitis HLS, Intel HLS, Catapult","default_branch":null,"files":null,"tree":[],"storefront":"/r/fastmachinelearning","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/fastmachinelearning/hls4ml/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}