Model_optimization
Model Compression Toolkit (MCT) is an open source project for neural network model optimization under efficient, constrained hardware. This project provides researchers, developers, and engineers advanced quantization and compression tools for deploying state-of-the-art neural networks.
| Project Name | Stars | Downloads | Repos Using This | Packages Using This | Most Recent Commit | Total Releases | Latest Release | Open Issues | License | Language |
|---|---|---|---|---|---|---|---|---|---|---|
| Awesome Model Quantization | 1,449 | 4 months ago | ||||||||
| A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are continuously improving the project. Welcome to PR the works (papers, repositories) that are missed by the repo. | ||||||||||
| Intel Extension For Pytorch | 1,161 |  | 12 | 3 months ago | 13 | October 19, 2023 | 180 | apache-2.0 | Python | |
| A Python package for extending the official PyTorch that can easily obtain performance on Intel platform | ||||||||||
| Brevitas | 1,015 |  | 2 | 3 months ago | 13 | December 08, 2023 | 142 | other | Python | |
| Brevitas: neural network quantization in PyTorch | ||||||||||
| Ppq | 957 | 10 months ago | 9 | apache-2.0 | Python | |||||
| PPL Quantization Tool (PPQ) is a powerful offline neural network quantization tool. | ||||||||||
| Finn | 642 |  | 2 | a month ago | 5 | November 04, 2021 | 66 | bsd-3-clause | Python | |
| Dataflow compiler for QNN inference on FPGAs | ||||||||||
| Awesome Ml Model Compression | 378 | 9 months ago | mit | |||||||
| Awesome machine learning model compression research papers, tools, and learning material. | ||||||||||
| Bmxnet | 344 | 4 years ago | apache-2.0 | C++ | ||||||
| (New version is out: https://github.com/hpi-xnor/BMXNet-v2) BMXNet: An Open-Source Binary Neural Network Implementation Based on MXNet | ||||||||||
| Awesome Model Compression And Acceleration | 329 | 3 years ago | 3 | |||||||
| a list of awesome papers on deep model ompression and acceleration | ||||||||||
| Model_optimization | 245 | 3 months ago | 12 | apache-2.0 | Python | |||||
| Model Compression Toolkit (MCT) is an open source project for neural network model optimization under efficient, constrained hardware. This project provides researchers, developers, and engineers advanced quantization and compression tools for deploying state-of-the-art neural networks. | ||||||||||
| Awesome Quantization Papers | 201 | 3 months ago | 1 | mit | ||||||
| List of papers related to neural network quantization in recent AI conferences and journals. | ||||||||||
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Python
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Pytorch
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Quantization