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The Top 1,030 Pruning Open Source Projects

Optuna ⭐ 6,446
A hyperparameter optimization framework
dependent packages 5total releases 20most recent commit 9 hours ago
Distiller ⭐ 3,489
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
Pocketflow ⭐ 2,553
An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.
most recent commit 2 years ago
Micronet ⭐ 1,505
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 8 months ago
Awesome Pruning ⭐ 1,270
A curated list of neural network pruning resources.
most recent commit 7 months ago
Model Optimization ⭐ 1,242
A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
dependent packages 16total releases 26most recent commit 10 days agopypi tensorflow-model-optimization} 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 3 years ago
Rethinking Network Pruning ⭐ 997
Rethinking the Value of Network Pruning (Pytorch) (ICLR 2019)
most recent commit 2 years ago
Sparseml ⭐ 985
Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
dependent packages 4total releases 18most recent commit 21 hours agopypi sparseml} Downloads
Paddleslim ⭐ 905
PaddleSlim is an open-source library for deep model compression and architecture search.
dependent packages 1total releases 14most recent commit 10 hours agopypi paddleslim} Downloads
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 2 years ago
Efficientdnns ⭐ 698
Collection of recent methods on (deep) neural network compression and acceleration.
most recent commit 2 months ago
Pytorch Pruning ⭐ 655
PyTorch Implementation of [1611.06440] Pruning Convolutional Neural Networks for Resource Efficient Inference
most recent commit 3 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 2 years ago
Fastformers ⭐ 643
FastFormers - highly efficient transformer models for NLU
most recent commit 8 days ago
Deepsparse ⭐ 614
Neural network inference engine that delivers GPU-class performance for sparsified models on CPUs
dependent packages 2total releases 20most recent commit 21 hours agopypi deepsparse} Downloads
Awesome Emdl ⭐ 591
Embedded and mobile deep learning research resources
most recent commit 14 hours ago
Mmrazor ⭐ 557
OpenMMLab Model Compression Toolbox and Benchmark.
total releases 4most recent commit 22 days ago
Lottery Ticket Hypothesis ⭐ 554
A reimplementation of "The Lottery Ticket Hypothesis" (Frankle and Carbin) on MNIST.
most recent commit 2 years ago
Awesome Model Compression And Acceleration ⭐ 534
most recent commit 9 months ago
Torch Pruning ⭐ 508
Pruning channels for model acceleration
total releases 11most recent commit 22 days ago
Network Slimming ⭐ 499
Network Slimming (Pytorch) (ICCV 2017)
most recent commit 2 years ago
Nncf ⭐ 465
Neural Network Compression Framework for enhanced OpenVINO™ inference
dependent packages 2total releases 10most recent commit 11 hours agopypi nncf} Downloads
Autorestic ⭐ 457
Config driven, easy backup cli for restic.
total releases 38most recent commit 2 days ago
Yolov3v4 Modelcompression Multidatasettraining Multibackbone ⭐ 406
YOLO ModelCompression MultidatasetTraining
most recent commit 11 days ago
Yolov3 Complete Pruning ⭐ 390
提供对YOLOv3及Tiny的多种剪枝版本，以适应不同的需求。
most recent commit 2 years ago
Kd_lib ⭐ 381
A Pytorch Knowledge Distillation library for benchmarking and extending works in the domains of Knowledge Distillation, Pruning, and Quantization.
total releases 8most recent commit 8 days ago
Ply ⭐ 373
CSS inspection aided by visual regression pruning
most recent commit 10 months ago
Neural Compressor ⭐ 365
Intel® Neural Compressor (formerly known as Intel® Low Precision Optimization Tool), targeting to provide unified APIs for network compression technologies, such as low precision quantization, sparsity, pruning, knowledge distillation, across different deep learning frameworks to pursue optimal inference performance.
dependent packages 1total releases 12most recent commit 14 days agopypi neural-compressor} Downloads
Filter Pruning Geometric Median ⭐ 362
Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration (CVPR 2019 Oral)
most recent commit a year ago
Keras Surgeon ⭐ 361
Pruning and other network surgery for trained Keras models.
total releases 6most recent commit 9 months ago
Awesome Deep Neural Network Compression ⭐ 360
Summary, Code for Deep Neural Network Quantization
most recent commit 3 months ago
Embedded Ai.bi Weekly ⭐ 350
WeChat: NeuralTalk，Weekly report and awesome list of embedded-ai.
most recent commit 3 months ago
Awesome Model Compression And Acceleration ⭐ 329
a list of awesome papers on deep model ompression and acceleration
most recent commit a year ago
Mobile Yolov5 Pruning Distillation ⭐ 320
mobilev2-yolov5s剪枝、蒸馏，支持ncnn，tensorRT部署。ultra-ligh but better performence！
most recent commit a year ago
Pjternarysearchtree ⭐ 314
[DEPRECATED] Objective-C implementation of Ternary Search Tree for Mac OS X and iOS. Best for text autocompletion. Store any objects, auto pruning, serializing, unicode support.
most recent commit 8 years ago
Model Compression Papers ⭐ 306
Papers for deep neural network compression and acceleration
most recent commit a year ago
Shrinkbench ⭐ 304
PyTorch library to facilitate development and standardized evaluation of neural network pruning methods.
most recent commit 5 months ago
Yolov3 Network Slimming ⭐ 294
yolov3 network slimming剪枝的一种实现
most recent commit 3 years ago
Serverless Prune Plugin ⭐ 288
Serverless plugin to reap unused versions of deployed functions from AWS
dependent packages 46total releases 24most recent commit 5 months agonpm serverless-prune-plugin} Downloads
Tinyneuralnetwork ⭐ 287
TinyNeuralNetwork is an efficient and easy-to-use deep learning model compression framework.
most recent commit a day ago
Variational Dropout Sparsifies Dnn ⭐ 280
Sparse Variational Dropout, ICML 2017
most recent commit 2 years ago
Brew ⭐ 279
⛔️ DEPRECATED brew: Python Ensemble Learning API
total releases 5most recent commit 4 years ago
Memoise ⭐ 278
Easy memoisation for R
dependent packages 117total releases 5most recent commit 6 months ago
Ruby Ethereum ⭐ 272
A Ruby implementation of Ethereum.
dependent packages 3total releases 7most recent commit 4 years agorubygems ruby-ethereum} Downloads
Eagleeye ⭐ 260
(ECCV'2020 Oral)EagleEye: Fast Sub-net Evaluation for Efficient Neural Network Pruning
most recent commit 4 months ago
Metapruning ⭐ 258
most recent commit 2 years ago
Decisiontree.jl ⭐ 257
Julia implementation of Decision Tree (CART) and Random Forest algorithms
most recent commit 3 months ago
Garbochess Js ⭐ 249
A strong javascript chess engine using WebWorkers
most recent commit 3 years ago
Tensorrt Ssd ⭐ 248
Use TensorRT API to implement Caffe-SSD， SSD（channel pruning）， Mobilenet-SSD
most recent commit 4 years ago
Soft Filter Pruning ⭐ 235
Soft Filter Pruning for Accelerating Deep Convolutional Neural Networks
most recent commit 3 years ago
Skimcaffe ⭐ 227
Caffe for Sparse Convolutional Neural Network
most recent commit 4 years ago
Duplicacy Autobackup ⭐ 225
💾 Painless automated backups to multiple storage providers with Docker and duplicacy.
most recent commit 6 months ago
Awesome Ml Model Compression ⭐ 224
Awesome machine learning model compression research papers, tools, and learning material.
most recent commit 4 months ago
Yolo Multi Backbones Attention ⭐ 223
Model Compression—YOLOv3 with multi lightweight backbones(ShuffleNetV2 HuaWei GhostNet), attention, prune and quantization
most recent commit 2 years ago
Bwt ⭐ 221
A lightweight wallet indexer for Bitcoin, available as an Electrum RPC server and a modern HTTP REST API.
total releases 13most recent commit 2 months ago
Lottery Ticket Hypothesis In Pytorch ⭐ 209
This repository contains a Pytorch implementation of the paper "The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks" by Jonathan Frankle and Michael Carbin that can be easily adapted to any model/dataset.
most recent commit 2 months ago
Resrep ⭐ 192
Lossless CNN Channel Pruning via Decoupling Remembering and Forgetting
most recent commit 2 months ago
Node Connect Pg Simple ⭐ 189
A simple, minimal PostgreSQL session store for Connect/Express
dependent packages 45total releases 27most recent commit 2 days agonpm connect-pg-simple} Downloads
Deep Compression Pytorch ⭐ 182
PyTorch implementation of 'Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding' by Song Han, Huizi Mao, William J. Dally
most recent commit 2 years ago
Network Speed And Compression ⭐ 176
Network acceleration methods
most recent commit a year ago
Awesome Ai Infrastructures ⭐ 171
Infrastructures™ for Machine Learning Training/Inference in Production.
most recent commit 3 years ago
Jedaitoolkit ⭐ 171
An open source, high scalability toolkit in Java for Entity Resolution.
total releases 4most recent commit a day ago
The Story Of Heads ⭐ 170
This is a repository with the code for the ACL 2019 paper "Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be Pruned" and the ACL 2021 paper "Analyzing Source and Target Contributions to NMT Predictions".
most recent commit 10 months ago
Taylor_pruning ⭐ 169
Pruning Neural Networks with Taylor criterion in Pytorch
most recent commit 3 years ago
Dynamic Network Surgery ⭐ 167
Caffe implementation for dynamic network surgery.
most recent commit 5 years ago
Wyng Backup ⭐ 167
Fast Time Machine-like backups for logical volumes
most recent commit 8 months ago
Textpruner ⭐ 165
A PyTorch-based model pruning toolkit for pre-trained language models
most recent commit 7 days ago
Selecsls Pytorch ⭐ 165
Reference ImageNet implementation of SelecSLS CNN architecture proposed in the SIGGRAPH 2020 paper "XNect: Real-time Multi-Person 3D Motion Capture with a Single RGB Camera". The repository also includes code for pruning the model based on implicit sparsity emerging from adaptive gradient descent methods, as detailed in the CVPR 2019 paper "On implicit filter level sparsity in Convolutional Neural Networks".
most recent commit 2 years ago
Sparsify ⭐ 163
Easy-to-use UI for automatically sparsifying neural networks and creating sparsification recipes for better inference performance and a smaller footprint
total releases 59most recent commit 9 days ago
Sparse Winograd Cnn ⭐ 163
Efficient Sparse-Winograd Convolutional Neural Networks (ICLR 2018)
most recent commit 3 years ago
Fasterai ⭐ 163
FasterAI: Prune and Distill your models with FastAI and PyTorch
total releases 9most recent commit 2 days ago
Ds Net ⭐ 161
(CVPR 2021, Oral) Dynamic Slimmable Network
most recent commit 5 months ago
Model_compression ⭐ 160
PyTorch Model Compression
most recent commit a year ago
Hrank ⭐ 160
Pytorch implementation of our CVPR 2020 (Oral) -- HRank: Filter Pruning using High-Rank Feature Map
most recent commit a year ago
Pruning Filter In Filter ⭐ 159
Pruning Filter in Filter(NeurIPS2020)
most recent commit 3 months ago
Gate Decorator Pruning ⭐ 156
Code for the NuerIPS'19 paper "Gate Decorator: Global Filter Pruning Method for Accelerating Deep Convolutional Neural Networks"
most recent commit 2 years ago
Packnet ⭐ 155
Code for PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning
most recent commit 4 years ago
Awesome Edge Machine Learning ⭐ 151
A curated list of awesome edge machine learning resources, including research papers, inference engines, challenges, books, meetups and others.
most recent commit 2 years ago
Pytorch Weights_pruning ⭐ 145
PyTorch Implementation of Weights Pruning
most recent commit 4 years ago
Ld Net ⭐ 145
Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling
most recent commit 2 years ago
Dcp ⭐ 144
Code for “Discrimination-aware-Channel-Pruning-for-Deep-Neu
most recent commit 2 years ago
Donna ⭐ 140
Experimental UCI chess engine implemented in Go, download binaries at http://donnachess.github.io
most recent commit 3 years ago
Condensa ⭐ 138
Programmable Neural Network Compression
most recent commit 3 months ago
Partial Order Pruning ⭐ 132
Partial Order Pruning: for Best Speed/Accuracy Trade-off in Neural Architecture Search
most recent commit 2 years ago
Adventures In Tensorflow Lite ⭐ 132
This repository contains notebooks that show the usage of TensorFlow Lite for quantizing deep neural networks.
most recent commit 8 days ago
Sparsezoo ⭐ 132
Neural network model repository for highly sparse and sparse-quantized models with matching sparsification recipes
dependent packages 6total releases 15most recent commit 8 days agopypi sparsezoo} Downloads
Deep Compression ⭐ 131
Learning both Weights and Connections for Efficient Neural Networks https://arxiv.org/abs/1506.02626
most recent commit 9 months ago
Thinet ⭐ 129
caffe model of ICCV'17 paper - ThiNet: A Filter Level Pruning Method for Deep Neural Network Compression https://arxiv.org/abs/1707.06342
most recent commit 4 years ago
Json.prune ⭐ 129
A pruning version of JSON.stringify, allowing for example to stringify window or any big or recursive object
dependent packages 15total releases 3most recent commit 2 years agonpm json-prune} Downloads
Pytorch Prunes ⭐ 126
Code for https://arxiv.org/abs/1810.04622
most recent commit 3 years ago
Rmnet ⭐ 125
RM Operation can equivalently convert ResNet to VGG, which is better for pruning; and can help RepVGG perform better when the depth is large.
most recent commit 3 months ago
Awesome Model Compression ⭐ 124
papers about model compression
most recent commit a year ago
Nn Compression ⭐ 122
A Pytorch implementation of Neural Network Compression (pruning, deep compression, channel pruning)
most recent commit 10 months ago
Channel_prune ⭐ 118
Base to channel pruned to ResNet18 model
most recent commit a year ago
Constraintsolver.jl ⭐ 117
ConstraintSolver in Julia: Blog posts ->
most recent commit 2 months ago
Filter Grafting ⭐ 110
Filter Grafting for Deep Neural Networks(CVPR 2020)
most recent commit a year ago
Eigendamage Pytorch ⭐ 105
Code for "EigenDamage: Structured Pruning in the Kronecker-Factored Eigenbasis" https://arxiv.org/abs/1905.05934
most recent commit 2 years ago
Wavernn Pytorch ⭐ 104
Fatcord's Alternative WaveRNN (Faster training)
most recent commit 3 years ago
Dmcp ⭐ 103
most recent commit 2 years ago
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