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The Top 23 Model Compression Open Source Projects

Open source projects categorized as Model Compression
Categories > Machine Learning > Model Compression
Nni ⭐ 13,424
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
dependent packages 27total releases 55most recent commit a month agopypi nni} Downloads
Efficient Ai Backbones ⭐ 3,568
Efficient AI Backbones including GhostNet, TNT and MLP, developed by Huawei Noah's Ark Lab.
most recent commit 6 months ago
Awesome Knowledge Distillation ⭐ 3,147
Awesome Knowledge Distillation
most recent commit 2 months ago
Pretrained Language Model ⭐ 2,881
Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.
most recent commit 6 months ago
Pocketflow ⭐ 2,553
An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.
most recent commit 3 years ago
Awesome Knowledge Distillation ⭐ 2,182
Awesome Knowledge-Distillation. 分类整理的知识蒸馏paper(2014-2021)。
most recent commit 6 months ago
Awesome Pruning ⭐ 2,091
A curated list of neural network pruning resources.
most recent commit 5 days ago
Micronet ⭐ 2,083
micronet, a model compression and deploy lib. compression: 1、quantization: quantization-aware-training(QAT), High-Bit(>2b)(DoReFa/Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference)、Low-Bit(≤2b)/Ternary and Binary(TWN/BNN/XNOR-Net); post-training-quantization(PTQ), 8-bit(tensorrt); 2、 pruning: normal、regular and group convolutional channel pruning; 3、 group convolution structure; 4、batch-normalization fuse for quantization. deploy: tensorrt, fp32/fp16/in
total releases 46most recent commit 2 years ago
Torch Pruning ⭐ 1,876
[CVPR 2023] Towards Any Structural Pruning; LLMs / Diffusion / Transformers / YOLOv8 / CNNs
dependent packages 4total releases 33most recent commit 5 days agopypi torch-pruning} Downloads
Knowledge Distillation Pytorch ⭐ 1,705
A PyTorch implementation for exploring deep and shallow knowledge distillation (KD) experiments with flexibility
most recent commit 8 months ago
Paddleslim ⭐ 1,466
PaddleSlim is an open-source library for deep model compression and architecture search.
dependent packages 4total releases 22most recent commit 4 days agopypi paddleslim} Downloads
Model Optimization ⭐ 1,441
A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
dependent packages 27total releases 30most recent commit 19 days agopypi tensorflow-model-optimization} Downloads
Neuronblocks ⭐ 1,439
NLP DNN Toolkit - Building Your NLP DNN Models Like Playing Lego
most recent commit 4 months ago
Awesome Model Quantization ⭐ 1,390
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.
most recent commit 5 days ago
Efficient Computing ⭐ 989
Efficient computing methods developed by Huawei Noah's Ark Lab
most recent commit a month ago
Efficient Deep Learning ⭐ 843
Collection of recent methods on (deep) neural network compression and acceleration.
most recent commit 2 months ago
Knowledge Distillation Zoo ⭐ 804
Pytorch implementation of various Knowledge Distillation (KD) methods.
most recent commit 2 years ago
Tinyneuralnetwork ⭐ 661
TinyNeuralNetwork is an efficient and easy-to-use deep learning model compression framework.
most recent commit 6 days ago
Awesome Automl And Lightweight Models ⭐ 647
A list of high-quality (newest) AutoML works and lightweight models including 1.) Neural Architecture Search, 2.) Lightweight Structures, 3.) Model Compression, Quantization and Acceleration, 4.) Hyperparameter Optimization, 5.) Automated Feature Engineering.
most recent commit 3 years ago
Knowledge Distillation Papers ⭐ 638
knowledge distillation papers
most recent commit 10 months ago
Lightctr ⭐ 599
Lightweight and Scalable framework that combines mainstream algorithms of Click-Through-Rate prediction based computational DAG, philosophy of Parameter Server and Ring-AllReduce collective communication.
most recent commit 4 years ago
Deep Compression Alexnet ⭐ 599
Deep Compression on AlexNet
most recent commit 2 years ago
Awesome Model Compression And Acceleration ⭐ 534
most recent commit 2 years ago
The 5 Most Depended On Model Compression Open Source Projects
Model Optimization ⭐ 1,441
A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
dependent packages 27total releases 30latest release May 26, 2023most recent commit 19 days agopypi tensorflow-model-optimization} Downloads
Torch Pruning ⭐ 1,876
[CVPR 2023] Towards Any Structural Pruning; LLMs / Diffusion / Transformers / YOLOv8 / CNNs
dependent packages 4total releases 33latest release November 09, 2023most recent commit 5 days agopypi torch-pruning} Downloads
Paddleslim ⭐ 1,466
PaddleSlim is an open-source library for deep model compression and architecture search.
dependent packages 4total releases 22latest release December 29, 2022most recent commit 4 days agopypi paddleslim} Downloads
Jfasttext ⭐ 215
Java interface for fastText
dependent packages 3total releases 5latest release May 29, 2023most recent commit 6 months ago
The 10 Latest Releases In Model Compression Open Source Projects
Torch Pruning ⭐ 1,876
[CVPR 2023] Towards Any Structural Pruning; LLMs / Diffusion / Transformers / YOLOv8 / CNNs
dependent packages 4total releases 33latest release November 09, 2023most recent commit 5 days agopypi torch-pruning} Downloads
Archai ⭐ 428
Accelerate your Neural Architecture Search (NAS) through fast, reproducible and modular research.
total releases 9latest release September 15, 2023most recent commit 3 months ago
Jfasttext ⭐ 215
Java interface for fastText
dependent packages 3total releases 5latest release May 29, 2023most recent commit 6 months ago
Model Optimization ⭐ 1,441
A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
dependent packages 27total releases 30latest release May 26, 2023most recent commit 19 days agopypi tensorflow-model-optimization} Downloads
Paddleslim ⭐ 1,466
PaddleSlim is an open-source library for deep model compression and architecture search.
dependent packages 4total releases 22latest release December 29, 2022most recent commit 4 days agopypi paddleslim} Downloads
Musco Pytorch ⭐ 55
MUSCO: MUlti-Stage COmpression of neural networks
total releases 7latest release October 18, 2020most recent commit 3 years ago
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