aimet
model-optimization
| aimet | model-optimization | |
|---|---|---|
| 2 | 1 | |
| 2,197 | 1,511 | |
| 1.6% | 1.0% | |
| 9.8 | 5.1 | |
| 8 days ago | 8 days ago | |
| Python | Python | |
| GNU General Public License v3.0 or later | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
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For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
aimet
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I was looking for some great quantization open-source libraries that could actually be applied in production (both edge or cloud CPU/GPU). Do you know if I am missing any good libraries?
Qualcomm AIMET | Advanced quantization and compression techniques for trained neural network models
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Model/Tool to use on Jetson for efficient Quantization/Pruning
Qualcomm AIMET may help you
model-optimization
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Need Help With Pruning Model Weights in Tensorflow 2
I have been following the example shown here, and so far I've had mixed results and wanted to ask for some help because the resources I've found online have not been able to answer some of my questions (perhaps because some of these are obvious and I am just being dumb).
What are some alternatives?
qkeras - QKeras: a quantization deep learning library for Tensorflow Keras
ludwig - Low-code framework for building custom LLMs, neural networks, and other AI models
deepsparse - Sparsity-aware deep learning inference runtime for CPUs
tkDNN - Deep neural network library and toolkit to do high performace inference on NVIDIA jetson platforms
nncf - Neural Network Compression Framework for enhanced OpenVINO™ inference
distiller - Neural Network Distiller by Intel AI Lab: a Python package for neural network compression research. https://intellabs.github.io/distiller
only_train_once_personal_footprint - OTOv1-v3, NeurIPS, ICLR, TMLR, DNN Training, Compression, Structured Pruning, Erasing Operators, CNN, Diffusion, LLM
open-lpr - Open Source and Free License Plate Recognition Software
Pretrained-Language-Model - Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.
orion - Asynchronous Distributed Hyperparameter Optimization.
3d-model-convert-to-gltf - Convert 3d model (STL/IGES/STEP/OBJ/FBX) to gltf and compression