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The Top 23 Quantization Pruning Open Source Projects

Open source projects categorized as Quantization Pruning
Categories > Machine Learning > Quantization
Distiller ⭐ 4,252
Neural Network Distiller by Intel AI Lab: a Python package for neural network compression research. https://intellabs.github.io/distiller
most recent commit a year ago
Deepsparse ⭐ 2,729
Sparsity-aware deep learning inference runtime for CPUs
dependent packages 3total releases 141most recent commit 3 months agopypi deepsparse-nightly} Downloads
Pocketflow ⭐ 2,553
An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.
most recent commit 3 years ago
Micronet ⭐ 2,177
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 3 years ago
Neural Compressor ⭐ 1,773
SOTA low-bit LLM quantization (INT8/FP8/INT4/FP4/NF4) & sparsity; leading model compression techniques on TensorFlow, PyTorch, and ONNX Runtime
dependent packages 15total releases 26most recent commit 3 months agopypi neural-compressor} Downloads
Paddleslim ⭐ 1,486
PaddleSlim is an open-source library for deep model compression and architecture search.
dependent packages 4total releases 22most recent commit 3 months agopypi paddleslim} Downloads
Model Optimization ⭐ 1,445
A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
dependent packages 27total releases 30most recent commit 4 months agopypi tensorflow-model-optimization} Downloads
Mmrazor ⭐ 1,231
OpenMMLab Model Compression Toolbox and Benchmark.
dependent packages 2total releases 8most recent commit 5 months agopypi mmrazor} Downloads
Efficient Computing ⭐ 1,110
Efficient computing methods developed by Huawei Noah's Ark Lab
most recent commit 15 days ago
Nncf ⭐ 725
Neural Network Compression Framework for enhanced OpenVINO™ inference
dependent packages 6total releases 16most recent commit 3 months agopypi nncf} Downloads
Awesome Emdl ⭐ 713
Embedded and mobile deep learning research resources
most recent commit a year 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 4 years ago
Kd_lib ⭐ 476
A Pytorch Knowledge Distillation library for benchmarking and extending works in the domains of Knowledge Distillation, Pruning, and Quantization.
total releases 8most recent commit a year ago
Awesome Deep Neural Network Compression ⭐ 475
Summary, Code for Deep Neural Network Quantization
most recent commit 8 months ago
Awesome Ml Model Compression ⭐ 378
Awesome machine learning model compression research papers, tools, and learning material.
most recent commit 9 months ago
Sparsezoo ⭐ 347
Neural network model repository for highly sparse and sparse-quantized models with matching sparsification recipes
dependent packages 7total releases 26most recent commit 3 months agopypi sparsezoo} Downloads
Awesome Model Compression And Acceleration ⭐ 329
a list of awesome papers on deep model ompression and acceleration
most recent commit 3 years ago
Sparsify ⭐ 310
ML model optimization product to accelerate inference.
total releases 136most recent commit 4 months ago
Sparsebit ⭐ 291
A model compression and acceleration toolbox based on pytorch.
most recent commit 9 months ago
Optimum Intel ⭐ 268
🤗 Optimum Intel: Accelerate inference with Intel optimization tools
most recent commit 3 months ago
Yolo Multi Backbones Attention ⭐ 223
Model Compression—YOLOv3 with multi lightweight backbones(ShuffleNetV2 HuaWei GhostNet), attention, prune and quantization
most recent commit 3 years ago
Model_compression ⭐ 203
PyTorch Model Compression
most recent commit 2 years ago
Awesome Edge Machine Learning ⭐ 200
A curated list of awesome edge machine learning resources, including research papers, inference engines, challenges, books, meetups and others.
most recent commit a year ago
The 7 Most Depended On Quantization Pruning Open Source Projects
Model Optimization ⭐ 1,445
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 4 months agopypi tensorflow-model-optimization} Downloads
Sparsezoo ⭐ 347
Neural network model repository for highly sparse and sparse-quantized models with matching sparsification recipes
dependent packages 7total releases 26latest release December 04, 2023most recent commit 3 months agopypi sparsezoo} Downloads
Nncf ⭐ 725
Neural Network Compression Framework for enhanced OpenVINO™ inference
dependent packages 6total releases 16latest release November 16, 2023most recent commit 3 months agopypi nncf} Downloads
Paddleslim ⭐ 1,486
PaddleSlim is an open-source library for deep model compression and architecture search.
dependent packages 4total releases 22latest release December 29, 2022most recent commit 3 months agopypi paddleslim} Downloads
Deepsparse ⭐ 2,729
Sparsity-aware deep learning inference runtime for CPUs
dependent packages 3total releases 141latest release December 07, 2023most recent commit 3 months agopypi deepsparse-nightly} Downloads
Mmrazor ⭐ 1,231
OpenMMLab Model Compression Toolbox and Benchmark.
dependent packages 2total releases 8latest release May 04, 2022most recent commit 5 months agopypi mmrazor} Downloads
The 10 Latest Releases In Quantization Pruning Open Source Projects
Sparsify ⭐ 310
ML model optimization product to accelerate inference.
total releases 136latest release December 11, 2023most recent commit 4 months ago
Deepsparse ⭐ 2,729
Sparsity-aware deep learning inference runtime for CPUs
dependent packages 3total releases 141latest release December 07, 2023most recent commit 3 months agopypi deepsparse-nightly} Downloads
Sparsezoo ⭐ 347
Neural network model repository for highly sparse and sparse-quantized models with matching sparsification recipes
dependent packages 7total releases 26latest release December 04, 2023most recent commit 3 months agopypi sparsezoo} Downloads
Nncf ⭐ 725
Neural Network Compression Framework for enhanced OpenVINO™ inference
dependent packages 6total releases 16latest release November 16, 2023most recent commit 3 months agopypi nncf} Downloads
Model Optimization ⭐ 1,445
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 4 months agopypi tensorflow-model-optimization} Downloads
Paddleslim ⭐ 1,486
PaddleSlim is an open-source library for deep model compression and architecture search.
dependent packages 4total releases 22latest release December 29, 2022most recent commit 3 months agopypi paddleslim} Downloads
Mmrazor ⭐ 1,231
OpenMMLab Model Compression Toolbox and Benchmark.
dependent packages 2total releases 8latest release May 04, 2022most recent commit 5 months agopypi mmrazor} Downloads
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