model-compression

There are 61 repositories under model-compression topic.

nni
microsoft / nni
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
automl deep-learning neural-architecture-search hyperparameter-optimization distributed bayesian-optimization automated-machine-learning machine-learning machine-learning-algorithms data-science tensorflow pytorch neural-network deep-neural-network model-compression feature-engineering nas python hyperparameter-tuning mlops
Language:Python 12628
huawei-noah / Efficient-AI-Backbones
Efficient AI Backbones including GhostNet, TNT and MLP, developed by Huawei Noah's Ark Lab.
convolutional-neural-networks efficient-inference imagenet model-compression tensorflow pytorch ghostnet transformer pretrained-models vision-transformer
Language:Python 3136
dkozlov / awesome-knowledge-distillation
Awesome Knowledge Distillation
knowledge-distillation knowledge-transfer teacher-student co-training distillation distillation-model model-distillation knowldge-distillation kd model-compression deep-learning
3030
Tencent / PocketFlow
An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.
deep-learning model-compression mobile-app automl computer-vision
Language:Python 2742
huawei-noah / Pretrained-Language-Model
Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.
knowledge-distillation model-compression quantization pretrained-models large-scale-distributed
Language:Python 2648
FLHonker / Awesome-Knowledge-Distillation
Awesome Knowledge-Distillation. 分类整理的知识蒸馏paper(2014-2021)。
kd knowldge-distillation distillation deep-learning transfer-learning model-compression
2115
666DZY666 / micronet
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/int8(ptq-calibration)、op-adapt(upsample)、dynamic_shape
quantization pruning dorefa twn bnn xnor-net pytorch model-compression group-convolution network-slimming neuromorphic-computing convolutional-networks network-in-network integer-arithmetic-only quantization-aware-training post-training-quantization tensorrt onnx tensorrt-int8-python batch-normalization-fuse
Language:Python 1982
he-y / Awesome-Pruning
A curated list of neural network pruning resources.
pruning model-compression model-acceleration awesome-list
1793
haitongli / knowledge-distillation-pytorch
A PyTorch implementation for exploring deep and shallow knowledge distillation (KD) experiments with flexibility
pytorch knowledge-distillation deep-neural-networks cifar10 model-compression dark-knowledge computer-vision
Language:Python 1564
microsoft / NeuronBlocks
NLP DNN Toolkit - Building Your NLP DNN Models Like Playing Lego
question-answering deep-learning pytorch natural-language-processing text-classification artificial-intelligence dnn qna text-matching knowledge-distillation model-compression sequence-labeling
Language:Python 1428
tensorflow / model-optimization
A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
tensorflow machine-learning deep-learning optimization quantized-neural-networks quantized-networks quantized-training keras model-compression compression ml pruning sparsity quantization
Language:Python 1379
AberHu / Knowledge-Distillation-Zoo
Pytorch implementation of various Knowledge Distillation (KD) methods.
kd-methods knowledge-transfer knowledge-distillation kd teacher-student model-compression distillation
Language:Python 1224
channel-pruning
yihui-he / channel-pruning
Channel Pruning for Accelerating Very Deep Neural Networks (ICCV'17)
image-recognition model-compression acceleration object-detection image-classification channel-pruning deep-neural-networks
Language:Python 1050
htqin / awesome-model-quantization
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.
deep-learning quantization awesome model-compression binarization binarized-neural-networks binary-network efficient-deep-learning lightweight-neural-network model-acceleration model-quantization
926
VainF / Torch-Pruning
[CVPR-2023] Towards Any Structural Pruning
pytorch pruning model-compression network-pruning channel-pruning structural-pruning efficient-deep-learning
Language:Python 859
guan-yuan / awesome-AutoML-and-Lightweight-Models
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.
automl meta-learning automated-feature-engineering hyperparameter-optimization architecture-search model-compression model-acceleration awesome-list neural-architecture-search nas pytorch quantization quantized-neural-network quantized-training tensorflow
791
MingSun-Tse / Efficient-Deep-Learning
Collection of recent methods on (deep) neural network compression and acceleration.
model-compression network-pruning knowledge-distillation deep-learning deep-neural-networks efficient-deep-learning
776
cnkuangshi / LightCTR
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.
machine-learning deep-learning factorization-machines distributed-systems parameter-server model-compression computational-graphs
Language:C++ 669
lhyfst / knowledge-distillation-papers
knowledge distillation papers
knowledge-distillation model-compression paper dark-knowledge reading-list
647
huawei-noah / Efficient-Computing
Efficient-Computing
knowledge-distillation model-compression
Language:Python 556
alibaba / TinyNeuralNetwork
TinyNeuralNetwork is an efficient and easy-to-use deep learning model compression framework.
pytorch deep-learning model-compression pruning model-converter quantization-aware-training deep-neural-networks post-training-quantization
Language:Python 527
iamhankai / ghostnet.pytorch
[CVPR2020] GhostNet: More Features from Cheap Operations
convolutional-neural-networks mobilenetv3 model-compression pytorch fbnet
Language:Python 498
SforAiDl / KD_Lib
A Pytorch Knowledge Distillation library for benchmarking and extending works in the domains of Knowledge Distillation, Pruning, and Quantization.
knowledge-distillation model-compression pruning quantization pytorch deep-learning-library machine-learning data-science benchmarking algorithm-implementations
Language:Python 487
he-y / filter-pruning-geometric-median
Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration (CVPR 2019 Oral)
pruning pytorch model-compression
Language:Python 464
microsoft / archai
Accelerate your Neural Architecture Search (NAS) through fast, reproducible and modular research.
python pytorch machine-learning deep-learning neural-architecture-search nas automated-machine-learning model-compression darts petridish hyperparameter-optimization automl
Language:Python 401
mit-han-lab / amc
[ECCV 2018] AMC: AutoML for Model Compression and Acceleration on Mobile Devices
automl automl-for-compression model-compression channel-pruning efficient-model on-device-ai
Language:Python 378
chester256 / Model-Compression-Papers
Papers for deep neural network compression and acceleration
deep-learning model-compression papers deep-neural-networks model-acceleration
377
he-y / soft-filter-pruning
Soft Filter Pruning for Accelerating Deep Convolutional Neural Networks
pruning pytorch model-compression
Language:Python 357
cedrickchee / awesome-ml-model-compression
Awesome machine learning model compression research papers, tools, and learning material.
machine-learning model-compression quantization pruning awesome-list neural-networks
321
1duo / awesome-ai-infrastructures
Infrastructures™ for Machine Learning Training/Inference in Production.
artificial-intelligence machine-learning deep-learning machine-learning-systems awesome-list deep-learning-framework kubernetes apache-spark apache-arrow apache-mesos pruning quantization knowledge-distillation model-compression federated-learning
311
Zhen-Dong / HAWQ
Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.
quantization tvm model-compression distillation quantized-neural-networks pytorch hardware-aware mixed-precision efficient-neural-networks 8-bit 4-bit tensorcore hessian
Language:Python 311
BERT-of-Theseus
JetRunner / BERT-of-Theseus
⛵️The official PyTorch implementation for "BERT-of-Theseus: Compressing BERT by Progressive Module Replacing" (EMNLP 2020).
bert transformers nlp glue model-compression
Language:Python 294
yehuitang / Pruning
Code for "Co-Evolutionary Compression for Unpaired Image Translation" (ICCV 2019), "SCOP: Scientific Control for Reliable Neural Network Pruning" (NeurIPS 2020) and “Manifold Regularized Dynamic Network Pruning” (CVPR 2021).
network-pruning model-compression
Language:Python 235
vinhkhuc / JFastText
Java interface for fastText
machine-learning nlp java word-embeddings jni text-classification model-compression
Language:Java 215
changlin31 / DS-Net
(CVPR 2021, Oral) Dynamic Slimmable Network
dynamic-networks pruning network-pruning dynamic-pruning model-compression efficient-inference
Language:Python 199
Peterisfar / YOLOV3
yolov3 by pytorch
yolov3 pytorch voc object-detection model-compression mobilenetv2
Language:Python 194

model-compression

microsoft / nni

huawei-noah / Efficient-AI-Backbones

dkozlov / awesome-knowledge-distillation

Tencent / PocketFlow

huawei-noah / Pretrained-Language-Model

FLHonker / Awesome-Knowledge-Distillation

666DZY666 / micronet

he-y / Awesome-Pruning

haitongli / knowledge-distillation-pytorch

microsoft / NeuronBlocks

tensorflow / model-optimization

AberHu / Knowledge-Distillation-Zoo

yihui-he / channel-pruning

htqin / awesome-model-quantization

VainF / Torch-Pruning

guan-yuan / awesome-AutoML-and-Lightweight-Models

MingSun-Tse / Efficient-Deep-Learning

cnkuangshi / LightCTR

lhyfst / knowledge-distillation-papers

huawei-noah / Efficient-Computing

alibaba / TinyNeuralNetwork

iamhankai / ghostnet.pytorch

SforAiDl / KD_Lib

he-y / filter-pruning-geometric-median

microsoft / archai

mit-han-lab / amc

chester256 / Model-Compression-Papers

he-y / soft-filter-pruning

cedrickchee / awesome-ml-model-compression

1duo / awesome-ai-infrastructures

Zhen-Dong / HAWQ

JetRunner / BERT-of-Theseus

yehuitang / Pruning

vinhkhuc / JFastText

changlin31 / DS-Net

Peterisfar / YOLOV3