Fast Machine Learning Lab

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53 repositories

SuperSONIC
Public
Server infrastructure for inference-as-a-service in large scientific experiments
YAML
•5•3•0•1•Updated Jan 10, 2025Jan 10, 2025
hls4ml
Public
Machine learning on FPGAs using HLS
python fpga hls pytorch vivado vivado-hls onnx intel-hls machine-learning neural-network
C++
•
Apache License 2.0
•422•1.3k•159•39•Updated Jan 10, 2025Jan 10, 2025
hls4ml-tutorial
Public
Tutorial notebooks for hls4ml
tutorial fpga pruning quantization-aware-training hls4ml machine-learning
Jupyter Notebook
•139•313•22•1•Updated Jan 10, 2025Jan 10, 2025
qonnx
Public
QONNX: Arbitrary-Precision Quantized Neural Networks in ONNX
fpga quantization onnx quantized-neural-networks machine-learning deep-learning inference
Python
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Apache License 2.0
•40•132•16•24•Updated Jan 10, 2025Jan 10, 2025
nac-opt
Public
Neural Architecture Codesign: A Model Optimization Toolkit for Physics
Python
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Apache License 2.0
•2•7•0•0•Updated Jan 8, 2025Jan 8, 2025
smart-pixels
Public
CSS
•1•0•0•0•Updated Jan 3, 2025Jan 3, 2025
l1-jet-id
Public
Training, testing and synthetisation for FPGA of three machine learning models: MLP, deepsets, and interaction networks with application to HL-LHC jet tagging.
Python
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Apache License 2.0
•3•5•0•0•Updated Dec 19, 2024Dec 19, 2024
ml-quantum-readout
Public
Jupyter Notebook
•2•1•0•0•Updated Dec 16, 2024Dec 16, 2024
example-models
Public
Python
•12•18•2•0•Updated Dec 16, 2024Dec 16, 2024
pose
Public
11ty static site
SCSS
•1•0•0•0•Updated Dec 12, 2024Dec 12, 2024
fastmachinelearning.github.io
Public
HTML
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Other
•5•3•0•1•Updated Dec 3, 2024Dec 3, 2024
ml4fg
Public
Machine Learning on frame grabbers for ultra-low latency in situ inference
machine-learning fpga hls ml inference dnn vivado dl imaging vivado-hls
Jupyter Notebook
•4•5•0•0•Updated Nov 15, 2024Nov 15, 2024
qkeras
Public
QKeras: a quantization deep learning library for Tensorflow Keras
Python
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Apache License 2.0
•103•0•0•0•Updated Oct 23, 2024Oct 23, 2024
physical-cartpole
Public
Work related to the Inverted Pendulum Hardware
C
•3•0•0•0•Updated Oct 14, 2024Oct 14, 2024
sonic-workflows
Public
Python
•9•3•0•0•Updated Sep 12, 2024Sep 12, 2024
cmssw
Public
CMS Offline Software
C++
•
Apache License 2.0
•4.3k•0•0•4•Updated Sep 12, 2024Sep 12, 2024
qonnx_model_zoo
Public
Model zoo for the Quantized ONNX (QONNX) model format
2•11•0•0•Updated Sep 6, 2024Sep 6, 2024
hls4ml-live-demo
Public
Live demo of hls4ml on embedded platforms such as the Pynq-Z2
VHDL
•5•9•1•0•Updated Aug 23, 2024Aug 23, 2024
RN0X_Pokemon
Public
Tiny, Quantized Neural Network, orignially based on ResNet8, trained to recognize pokemon
Jupyter Notebook
•4•0•0•1•Updated Aug 23, 2024Aug 23, 2024
db4hls
Public
Python
•1•1•0•0•Updated Apr 10, 2024Apr 10, 2024
hawq-jet-tagging
Public
Jupyter Notebook
•0•2•0•0•Updated Nov 15, 2023Nov 15, 2023
iccad2023
Public
Fast Machine Learning for Science Workshop @ ICCAD 2023
machine-learning real-time iccad
HTML
•1•0•0•0•Updated Nov 7, 2023Nov 7, 2023
RecoBTag-Combined
Public
RecoBTag-Combined
34•0•0•0•Updated Oct 17, 2023Oct 17, 2023
keras-surgeon
Public
Pruning and other network surgery for trained Keras models.
Python
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Other
•108•0•0•0•Updated Sep 18, 2023Sep 18, 2023
sonic-models
Public
Model repository for SONIC
Python
•7•0•0•1•Updated Sep 14, 2023Sep 14, 2023
sciml_benchmarks
Public
A3D3 Graph
Python
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Apache License 2.0
•4•1•0•0•Updated Sep 13, 2023Sep 13, 2023
nrp_u55c_benchmark
Public
NRP U55C Benchmarks
fpga xilinx hls4ml
C
•9•1•0•1•Updated Mar 24, 2023Mar 24, 2023
hls4ml-catapult
Public
Machine learning on FPGAs using HLS
C++
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Apache License 2.0
•422•2•0•0•Updated Feb 28, 2023Feb 28, 2023
fastml-science
Public
Implementations of the fastml-science bechmark models, including a standard Keras (float) and QKeras (quantized) implementations.
science machine-learning real-time edge
Python
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Apache License 2.0
•2•5•0•0•Updated Jan 16, 2023Jan 16, 2023
SR_Mobile_Quantization
Public
Winner solution of mobile AI (CVPRW 2021).
Python
•41•2•0•0•Updated Dec 20, 2022Dec 20, 2022