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The Top 23 Pruning Open Source Projects

Open source projects categorized as Pruning
Leedl Tutorial ⭐ 8,682
《李宏毅深度学习教程》，PDF下载地址：https://github.com/datawhalech
most recent commit 3 months ago
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 ⭐ 2,165
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
Awesome Pruning ⭐ 2,091
A curated list of neural network pruning resources.
most recent commit 5 months ago
Torch Pruning ⭐ 2,035
[CVPR 2023] Towards Any Structural Pruning; LLMs / SAM / Diffusion / Transformers / YOLOv8 / CNNs
dependent packages 4total releases 33most recent commit 3 months agopypi torch-pruning} Downloads
Sparseml ⭐ 1,910
Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
dependent packages 5total releases 37most recent commit 3 months agopypi sparseml} Downloads
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 3 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
Yolov3 Model Pruning ⭐ 1,149
在 oxford hand 数据集上对 YOLOv3 做模型剪枝（network slimming）
most recent commit 5 years ago
Efficient Computing ⭐ 1,092
Efficient computing methods developed by Huawei Noah's Ark Lab
most recent commit a month ago
Rethinking Network Pruning ⭐ 997
Rethinking the Value of Network Pruning (Pytorch) (ICLR 2019)
most recent commit 4 years ago
Autorestic ⭐ 968
Config driven, easy backup cli for restic.
total releases 45most recent commit 3 months ago
Yolov3 Channel And Layer Pruning ⭐ 761
yolov3 yolov4 channel and layer pruning, Knowledge Distillation 层剪枝，通道剪枝，知识蒸馏
most recent commit 4 years 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
Tinyneuralnetwork ⭐ 681
TinyNeuralNetwork is an efficient and easy-to-use deep learning model compression framework.
most recent commit 3 months ago
Pytorch Pruning ⭐ 655
PyTorch Implementation of [1611.06440] Pruning Convolutional Neural Networks for Resource Efficient Inference
most recent commit 5 years 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
Fastformers ⭐ 643
FastFormers - highly efficient transformer models for NLU
most recent commit 2 years ago
The 10 Most Depended On Pruning Open Source Projects
Memoise ⭐ 310
Easy memoisation for R
dependent packages 155total releases 6latest release November 26, 2021most recent commit 4 months ago
Serverless Prune Plugin ⭐ 329
Serverless Framework plugin to reap unused versions of deployed functions from AWS
dependent packages 101total releases 26latest release February 15, 2023most recent commit a year agonpm serverless-prune-plugin} Downloads
Node Connect Pg Simple ⭐ 225
A simple, minimal PostgreSQL session store for Express
dependent packages 60total releases 30latest release November 01, 2023most recent commit 4 months agonpm connect-pg-simple} 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 3 months agopypi tensorflow-model-optimization} Downloads
Json.prune ⭐ 129
A pruning version of JSON.stringify, allowing for example to stringify window or any big or recursive object
dependent packages 21total releases 3latest release July 04, 2017most recent commit 4 years agonpm json-prune} Downloads
Node Prune ⭐ 36
Easily pruning unneeded files from node_modules folder
dependent packages 10total releases 3latest release November 24, 2017most recent commit 4 years agonpm node-prune} 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
The 10 Latest Releases In 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
Sparseml ⭐ 1,910
Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
dependent packages 5total releases 37latest release December 04, 2023most recent commit 3 months agopypi sparseml} 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
Fasterai ⭐ 226
FasterAI: Prune and Distill your models with FastAI and PyTorch
total releases 17latest release November 16, 2023most recent commit 4 months ago
Torch Pruning ⭐ 2,035
[CVPR 2023] Towards Any Structural Pruning; LLMs / SAM / Diffusion / Transformers / YOLOv8 / CNNs
dependent packages 4total releases 33latest release November 09, 2023most recent commit 3 months agopypi torch-pruning} Downloads
Node Connect Pg Simple ⭐ 225
A simple, minimal PostgreSQL session store for Express
dependent packages 60total releases 30latest release November 01, 2023most recent commit 4 months agonpm connect-pg-simple} Downloads
Autorestic ⭐ 968
Config driven, easy backup cli for restic.
total releases 45latest release October 02, 2023most recent commit 3 months ago
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