Fast Machine Learning Lab

hls4ml

Machine learning on FPGAs using HLS

hls4ml-tutorial

Tutorial notebooks for hls4ml

qonnx

QONNX: Arbitrary-Precision Quantized Neural Networks in ONNX

example-models

keras-training

jet classification and regression training in keras

hls4ml-live-demo

Live demo of hls4ml on embedded platforms such as the Pynq-Z2

qonnx_model_zoo

Model zoo for the Quantized ONNX (QONNX) model format

fastml-science

Implementations of the fastml-science bechmark models, including a standard Keras (float) and QKeras (quantized) implementations.

ml4quantum-release

Repository for the paper "Neural network accelerator for quantum control" https://arxiv.org/abs/2208.02645

bnn_pynq

fastmachinelearning.github.io

l1-jet-id

Code for Level-1 jet tagging

sonic-workflows

gw-iaas

Deep learning inference-as-a-service tools and pipelines for gravitational wave physics

hawq-jet-tagging

hls4ml-catapult-framework

A framework for developing the hls4ml Catapult backend. The C++ part of the backend is included as well

SR_Mobile_Quantization

Winner solution of mobile AI (CVPRW 2021).

finn-examples

Dataflow QNN inference accelerator examples on FPGAs

hls4ml-catapult

Machine learning on FPGAs using HLS

nrp_u55c_benchmark

NRP U55C Benchmarks

sciml_benchmarks

A3D3 Graph

keras-surgeon

Pruning and other network surgery for trained Keras models.

cmssw

CMS Offline Software

db4hls

iccad2023

Fast Machine Learning for Science Workshop @ ICCAD 2023

RecoBTag-Combined

RecoBTag-Combined

smart-pixels

smart-pixels-ml

sonic-models

Model repository for SONIC

sonic_gantt

Gantt chart for SONIC project in CMS