Awesome Open Source
Awesome Open Source
Combined Topics
quantization x

The Top 816 Quantization Open Source Projects

Categories > Machine Learning > Quantization
Mozjpeg ⭐ 4,940
Improved JPEG encoder.
dependent packages 1most recent commit 2 months ago
Pngquant ⭐ 4,397
Lossy PNG compressor — pngquant command based on libimagequant library
total releases 4most recent commit a month 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 2 years ago
Nlp Architect ⭐ 2,870
A model library for exploring state-of-the-art deep learning topologies and techniques for optimizing Natural Language Processing neural networks
total releases 10most recent commit 6 days ago
Repvgg ⭐ 2,659
RepVGG: Making VGG-style ConvNets Great Again
most recent commit 23 days ago
Pocketflow ⭐ 2,553
An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.
most recent commit 2 years ago
Pretrained Language Model ⭐ 2,464
Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.
most recent commit 6 days ago
Pytorch Playground ⭐ 2,346
Base pretrained models and datasets in pytorch (MNIST, SVHN, CIFAR10, CIFAR100, STL10, AlexNet, VGG16, VGG19, ResNet, Inception, SqueezeNet)
most recent commit 6 days ago
Pinto_model_zoo ⭐ 2,174
A repository for storing models that have been inter-converted between various frameworks. Supported frameworks are TensorFlow, PyTorch, ONNX, OpenVINO, TFJS, TFTRT, TensorFlowLite (Float32/16/INT8), EdgeTPU, CoreML.
most recent commit 2 days 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 a year ago
Gltf Pipeline ⭐ 1,339
Content pipeline tools for optimizing glTF assets. 🌐
dependent packages 18total releases 42most recent commit a month agonpm gltf-pipeline} Downloads
Model Optimization ⭐ 1,298
A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
dependent packages 18total releases 26most recent commit 13 days agopypi tensorflow-model-optimization} Downloads
Leptonica ⭐ 1,284
Leptonica is an open source library containing software that is broadly useful for image processing and image analysis applications. The official github repository for Leptonica is: danbloomberg/leptonica. See leptonica.org for more documentation and recent releases.
dependent packages 2total releases 5most recent commit 13 days ago
Paddleslim ⭐ 1,062
PaddleSlim is an open-source library for deep model compression and architecture search.
dependent packages 2total releases 17most recent commit 4 days agopypi paddleslim} Downloads
Deepsparse ⭐ 1,036
Neural network inference engine that delivers GPU-class performance for sparsified models on CPUs
dependent packages 2total releases 24most recent commit 20 hours agopypi deepsparse} Downloads
Training_extensions ⭐ 1,015
Trainable models and NN optimization tools
most recent commit 7 hours ago
Awesome Model Quantization ⭐ 756
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 a day ago
Optimum ⭐ 719
🏎️ Accelerate training and inference of 🤗 Transformers with easy to use hardware optimization tools
dependent packages 3total releases 15most recent commit 20 hours agopypi optimum} Downloads
Brevitas ⭐ 693
Brevitas: quantization-aware training in PyTorch
total releases 9most recent commit a month 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
Awesome Emdl ⭐ 608
Embedded and mobile deep learning research resources
most recent commit 2 months ago
Gifencoder ⭐ 602
A pure Java library implementing the GIF89a specification. Suitable for use on Android.
total releases 4most recent commit 2 years ago
Neural Compressor ⭐ 602
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 13most recent commit 6 days agopypi neural-compressor} Downloads
Deep Compression Alexnet ⭐ 599
Deep Compression on AlexNet
most recent commit 7 months ago
Kill The Bits ⭐ 582
Code for: "And the bit goes down: Revisiting the quantization of neural networks"
most recent commit 2 years ago
Libimagequant ⭐ 530
Palette quantization library that powers pngquant and other PNG optimizers
dependent packages 4total releases 41most recent commit a month agocargo imagequant} Downloads
Nncf ⭐ 515
Neural Network Compression Framework for enhanced OpenVINO™ inference
dependent packages 3total releases 12most recent commit 5 hours agopypi nncf} Downloads
Lopq ⭐ 512
Training of Locally Optimized Product Quantization (LOPQ) models for approximate nearest neighbor search of high dimensional data in Python and Spark.
total releases 3most recent commit 3 years ago
Vector Quantize Pytorch ⭐ 496
Vector Quantization, in Pytorch
dependent packages 6total releases 36most recent commit 2 months agopypi vector-quantize-pytorch} Downloads
Deephash ⭐ 457
An Open-Source Package for Deep Learning to Hash (DeepHash)
most recent commit 3 years ago
Caffe Int8 Convert Tools ⭐ 455
Generate a quantization parameter file for ncnn framework int8 inference
most recent commit 2 years ago
Finn ⭐ 430
Dataflow compiler for QNN inference on FPGAs
dependent packages 2total releases 5most recent commit a day agopypi finn-base} Downloads
Kd_lib ⭐ 429
A Pytorch Knowledge Distillation library for benchmarking and extending works in the domains of Knowledge Distillation, Pruning, and Quantization.
total releases 8most recent commit 5 days ago
Intel Extension For Pytorch ⭐ 426
A Python package for extending the official PyTorch that can easily obtain performance on Intel platform
dependent packages 1total releases 5most recent commit 15 days agopypi intel-extension-for-pytorch} Downloads
Ppq ⭐ 424
PPL Quantization Tool (PPQ) is a powerful offline neural network quantization tool.
most recent commit 7 days ago
Qkeras ⭐ 411
QKeras: a quantization deep learning library for Tensorflow Keras
most recent commit a month ago
Yolov3v4 Modelcompression Multidatasettraining Multibackbone ⭐ 406
YOLO ModelCompression MultidatasetTraining
most recent commit 5 months ago
Squeezenet Deep Compression ⭐ 398
most recent commit 4 years ago
Qrpicture ⭐ 394
Picture to colour QR code converter hosted on https://QRpicture.com
most recent commit 2 years ago
Tinyml Papers And Projects ⭐ 390
This is a list of interesting papers and projects about TinyML.
most recent commit a month ago
Awesome Deep Neural Network Compression ⭐ 360
Summary, Code for Deep Neural Network Quantization
most recent commit 7 months ago
Embedded Ai.bi Weekly ⭐ 356
WeChat: NeuralTalk，Weekly report and awesome list of embedded-ai.
most recent commit 3 months ago
Bmxnet ⭐ 344
(New version is out: https://github.com/hpi-xnor/BMXNet-v2) BMXNet: An Open-Source Binary Neural Network Implementation Based on MXNet
most recent commit 3 years ago
Colortunes ⭐ 344
HTML5 version of the iTunes 11 album view
most recent commit 9 years ago
Ctranslate2 ⭐ 343
Fast inference engine for Transformer models
dependent packages 2total releases 64most recent commit 3 days agopypi ctranslate2} Downloads
Complete Life Cycle Of A Data Science Project ⭐ 336
Complete-Life-Cycle-of-a-Data-Science-Project
most recent commit 4 days ago
Awesome Model Compression And Acceleration ⭐ 329
a list of awesome papers on deep model ompression and acceleration
most recent commit a year ago
Collada2gltf ⭐ 328
COLLADA to glTF converter
most recent commit 2 years ago
Deephash Papers ⭐ 300
Must-read papers on deep learning to hash (DeepHash)
most recent commit 3 years ago
Easyquant ⭐ 295
EasyQuant(EQ) is an efficient and simple post-training quantization method via effectively optimizing the scales of weights and activations.
most recent commit a year ago
Fastt5 ⭐ 280
⚡ boost inference speed of T5 models by 5x & reduce the model size by 3x.
total releases 14most recent commit 6 months ago
Rgbquant.js ⭐ 275
color quantization lib
dependent packages 5total releases 2most recent commit 4 years agonpm rgbquant} Downloads
Quantized_distillation ⭐ 266
Implements quantized distillation. Code for our paper "Model compression via distillation and quantization"
most recent commit 3 years ago
Asciinema Edit ⭐ 264
asciinema casts post-production tools
most recent commit a month ago
Hawq ⭐ 261
Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.
most recent commit 17 days ago
Awesome Ml Model Compression ⭐ 248
Awesome machine learning model compression research papers, tools, and learning material.
most recent commit 2 months ago
Haq ⭐ 245
[CVPR 2019, Oral] HAQ: Hardware-Aware Automated Quantization with Mixed Precision
most recent commit 2 years ago
Blueoil ⭐ 243
Bring Deep Learning to small devices
most recent commit a year ago
Ai Research Code ⭐ 239
most recent commit 2 months ago
Onnx2tflite ⭐ 237
Tool for onnx->keras or onnx->tflite. If tool is useful for you, please star it.
most recent commit 14 days ago
Jejunet ⭐ 236
Real-Time Video Segmentation on Mobile Devices with DeepLab V3+, MobileNet V2. Worked on the project in 🏝 Jeju island
most recent commit 2 years ago
Sparsezoo ⭐ 234
Neural network model repository for highly sparse and sparse-quantized models with matching sparsification recipes
dependent packages 6total releases 17most recent commit 6 hours agopypi sparsezoo} Downloads
Sparsify ⭐ 232
Easy-to-use UI for automatically sparsifying neural networks and creating sparsification recipes for better inference performance and a smaller footprint
total releases 70most recent commit 11 hours ago
Deepvac ⭐ 230
PyTorch Project Specification.
total releases 59most recent commit a year ago
Chaidnn ⭐ 230
HLS based Deep Neural Network Accelerator Library for Xilinx Ultrascale+ MPSoCs
most recent commit 3 years ago
Lshbox ⭐ 229
A c++ toolbox of locality-sensitive hashing (LSH), provides several popular LSH algorithms, also support python and matlab.
most recent commit 5 years ago
Deepcompression Caffe ⭐ 228
Caffe for Deep Compression
most recent commit 5 years ago
Imagemin Mozjpeg ⭐ 227
Imagemin plugin for mozjpeg
dependent packages 472total releases 15most recent commit 10 months agonpm imagemin-mozjpeg} Downloads
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
Nanopq ⭐ 221
Pure python implementation of product quantization for nearest neighbor search
total releases 11most recent commit 2 months ago
Lq Nets ⭐ 217
LQ-Nets: Learned Quantization for Highly Accurate and Compact Deep Neural Networks
most recent commit a month ago
Model_compression ⭐ 203
PyTorch Model Compression
most recent commit 3 months ago
Hadamard Matrix For Hashing ⭐ 197
CVPR2020: Central Similarity Quantization/Hashing for Efficient Image and Video Retrieval
most recent commit a month ago
Nnef Tools ⭐ 195
The NNEF Tools repository contains tools to generate and consume NNEF documents
most recent commit 9 days ago
Jpeg Quantsmooth ⭐ 184
JPEG artifacts removal based on quantization coefficients.
most recent commit 25 days ago
Incremental Network Quantization ⭐ 183
Caffe Implementation for Incremental network quantization
most recent commit 4 years ago
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 3 years ago
Jpeg Compressor ⭐ 180
Research JPEG encoder
most recent commit 4 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
Tensorflowlite Bin ⭐ 160
Prebuilt binary for TensorFlowLite's standalone installer. For RaspberryPi. A very lightweight installer. I provide a FlexDelegate, MediaPipe Custom OP and XNNPACK enabled binary.
most recent commit a month ago
Terngrad ⭐ 152
Ternary Gradients to Reduce Communication in Distributed Deep Learning (TensorFlow)
most recent commit 4 years ago
Squeezenet Residual ⭐ 151
residual-SqueezeNet
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 Tools ⭐ 147
Useful PyTorch functions and modules that are not implemented in PyTorch by default
most recent commit 6 months ago
Klaus ⭐ 139
A show-case of a state-of-the-art image classifier on iOS devices from libccv.org
most recent commit 8 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 5 months ago
Inq Pytorch ⭐ 131
A PyTorch implementation of "Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights"
most recent commit 3 years ago
Dfq ⭐ 126
PyTorch implementation of Data Free Quantization Through Weight Equalization and Bias Correction.
most recent commit 2 years ago
Cnn Quantization ⭐ 126
Quantization of Convolutional Neural networks.
most recent commit 2 years 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 a year ago
Bidoo ⭐ 117
VCV Rack plugins
most recent commit 5 days ago
Speech ⭐ 117
TensorFlow on mobile with speech-to-text DL models.
most recent commit 5 years ago
Adpcm Xq ⭐ 116
Xtreme Quality IMA-ADPCM Encoder / Decoder
most recent commit 5 months ago
Compress Fasttext ⭐ 116
Tools for shrinking fastText models (in gensim format)
dependent packages 1total releases 11most recent commit 3 months agopypi compress-fasttext} Downloads
Pyepr ⭐ 116
Powerful, automated analysis and design of quantum microwave chips & devices [Energy-Participation Ratio and more]
dependent packages 1total releases 13most recent commit 2 months agopypi pyEPR-quantum} Downloads
Apot_quantization ⭐ 115
PyTorch implementation for the APoT quantization (ICLR 2020)
most recent commit 2 years ago
Sparsebit ⭐ 115
A model compression and acceleration toolbox based on pytorch.
most recent commit 7 days ago
Not Hotdog ⭐ 114
Built with TensorFlow, Yolov2 Tiny and React Native | Flutter | Javascript
most recent commit 4 years ago
1-100 of 816 projects
Categories
Advertising 📦 8
All Projects
Application Programming Interfaces 📦 107
Applications 📦 174
Artificial Intelligence 📦 69
Blockchain 📦 66
Build Tools 📦 105
Cloud Computing 📦 68
Code Quality 📦 24
Collaboration 📦 27
Command Line Interface 📦 38
Community 📦 79
Companies 📦 60
Compilers 📦 59
Computer Science 📦 73
Configuration Management 📦 37
Content Management 📦 153
Control Flow 📦 187
Data Formats 📦 72
Data Processing 📦 249
Data Storage 📦 116
Economics 📦 56
Frameworks 📦 178
Games 📦 110
Graphics 📦 92
Hardware 📦 137
Integrated Development Environments 📦 43
Learning Resources 📦 139
Legal 📦 24
Libraries 📦 117
Lists Of Projects 📦 19
Machine Learning 📦 313
Mapping 📦 57
Marketing 📦 15
Mathematics 📦 54
Media 📦 214
Messaging 📦 96
Networking 📦 292
Operating Systems 📦 72
Operations 📦 114
Package Managers 📦 50
Programming Languages 📦 173
Runtime Environments 📦 90
Science 📦 42
Security 📦 342
Social Media 📦 23
Software Architecture 📦 65
Software Development 📦 60
Software Performance 📦 53
Software Quality 📦 116
Text Editors 📦 40
Text Processing 📦 118
User Interface 📦 291
User Interface Components 📦 440
Version Control 📦 26
Virtualization 📦 63
Web Browsers 📦 35
Web Servers 📦 23
Web User Interface 📦 167
Top Programming Languages
Javascript  (1,094,037)
Python  (840,414)
Java  (397,395)
Php  (290,328)
Typescript  (268,309)
C Plus Plus  (246,633)
Ruby  (222,759)
C  (186,614)
Shell  (175,998)
C Sharp  (170,046)
Golang  (164,214)
Swift  (66,872)
Rust  (62,068)
R  (59,764)
Objective C  (57,102)
Dart  (56,427)
Kotlin  (49,411)
Lua  (35,789)
Matlab  (31,839)
Perl  (30,653)
Language  (29,993)
Scala  (28,949)
Haskell  (20,641)
Powershell  (19,571)
Clojure  (19,293)
Bash  (18,889)
Coffeescript  (17,225)
Elixir  (16,960)
Assembly  (15,031)
Julia  (13,341)
Processing  (13,290)
Basic  (10,703)
Emacs Lisp  (10,579)
Flow  (10,541)
Erlang  (9,071)
Solidity  (9,001)
Groovy  (8,486)
Scheme  (8,422)
Ocaml  (6,810)
Pascal  (6,584)
Hack  (6,471)
Lisp  (6,344)
Fortran  (5,662)
Elm  (5,508)
Common Lisp  (5,387)
Dlang  (4,766)
Shell Script  (4,737)
Python Library  (4,473)
Crystal  (4,404)
Scripting  (4,222)
Top Projects
Freecodecamp ⭐ 354,843
996.icu ⭐ 263,876
Free Programming Books ⭐ 250,837
Coding Interview University ⭐ 235,070
Awesome ⭐ 221,638
Developer Roadmap ⭐ 213,845
Public Apis ⭐ 210,596
Vue ⭐ 199,794
System Design Primer ⭐ 198,956
React ⭐ 195,638
Tensorflow ⭐ 168,180
Build Your Own X ⭐ 166,540
Bootstrap ⭐ 159,827
You Dont Know Js ⭐ 159,180
Cs Notes ⭐ 156,901
Javascript Algorithms ⭐ 152,260
Ohmyzsh ⭐ 150,775
Python ⭐ 146,191
Flutter ⭐ 145,515
Awesome Python ⭐ 143,628
Gitignore ⭐ 139,112
Linux ⭐ 139,082
Vscode ⭐ 137,291
Javaguide ⭐ 127,697
Javascript ⭐ 127,656
Python 100 Days ⭐ 125,388
Computer Science ⭐ 124,972
Youtube Dl ⭐ 113,923
The Art Of Command Line ⭐ 111,100
Fucking Algorithm ⭐ 110,756
React Native ⭐ 105,160
Awesome Selfhosted ⭐ 104,987
Go ⭐ 104,367
Electron ⭐ 103,956
30 Seconds Of Code ⭐ 102,805
D3 ⭐ 101,796
Create React App ⭐ 97,252
Axios ⭐ 96,153
Free Programming Books Zh_cn ⭐ 94,901
Next.js ⭐ 93,467
Kubernetes ⭐ 92,587
Node ⭐ 90,750
Awesome Go ⭐ 88,997
Three.js ⭐ 85,836
Deno ⭐ 85,654
Terminal ⭐ 85,514
Typescript ⭐ 84,748
Angular ⭐ 84,154
Ant Design ⭐ 82,109
Material Ui ⭐ 81,757
Privacy | About | Terms | Follow Us On Twitter

Downloads, Dependent Repos, Dependent Packages, Total Releases, Latest Releases data powered by Libraries.io.

Copyright 2018-2022 Awesome Open Source.  All rights reserved.