#Pruning

Showing 37 of 37 repositories tagged #pruning, ranked by stars

datawhalechina
datawhalechina
leedl-tutorial

《李宏毅深度学习教程》(李宏毅老师推荐👍,苹果书🍎),PDF下载地址:https://github.com/datawhalechina/leedl-tutorial/releases

Score
100
★ 16.7k ⑂ 3.1k +10/day
Jupyter Notebook
VainF
VainF
Torch-Pruning

[CVPR 2023] DepGraph: Towards Any Structural Pruning; LLMs, Vision Foundation Models, etc.

Score
67
★ 3.3k ⑂ 383
Python
neuralmagic
neuralmagic
deepsparse

Sparsity-aware deep learning inference runtime for CPUs

Score
82
★ 3.2k ⑂ 191
Python
qualcomm
qualcomm
aimet

AIMET is a library that provides advanced quantization and compression techniques for trained neural network models.

Score
100
★ 2.7k ⑂ 459
Python
cupcakearmy
cupcakearmy
autorestic

Config driven, easy backup cli for restic.

Score
100
★ 1.8k ⑂ 96 +4/day
Go
tensorflow
tensorflow
model-optimization

A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.

Score
94
★ 1.6k ⑂ 348
Python
openvinotoolkit
openvinotoolkit
nncf

Neural Network Compression Framework for enhanced OpenVINO™ inference

Score
89
★ 1.2k ⑂ 299
Python
horseee
horseee
LLM-Pruner

[NeurIPS 2023] LLM-Pruner: On the Structural Pruning of Large Language Models. Support Llama-3/3.1, Llama-2, LLaMA, BLOOM, Vicuna, Baichuan, TinyLlama, etc.

Score
56
★ 1.1k ⑂ 133 +2/day
Python
jacobgil
jacobgil
pytorch-pruning

PyTorch Implementation of [1611.06440] Pruning Convolutional Neural Networks for Resource Efficient Inference

Score
71
★ 885 ⑂ 203
Python
alibaba
alibaba
TinyNeuralNetwork

TinyNeuralNetwork is an efficient and easy-to-use deep learning model compression framework.

Score
88
★ 879 ⑂ 133
Python
csarron
csarron
awesome-emdl

Embedded and mobile deep learning research resources

Score
65
★ 769 ⑂ 168
ModelTC
ModelTC
LightCompress

[EMNLP 2024 & AAAI 2026] A powerful toolkit for compressing large models including LLMs, VLMs, and video generative models.

Score
78
★ 731 ⑂ 78
Python
SforAiDl
SforAiDl
KD_Lib

A Pytorch Knowledge Distillation library for benchmarking and extending works in the domains of Knowledge Distillation, Pruning, and Quantization.

Score
100
★ 650 ⑂ 61 +1/day
Python
princeton-nlp
princeton-nlp
LLM-Shearing

[ICLR 2024] Sheared LLaMA: Accelerating Language Model Pre-training via Structured Pruning

Score
44
★ 640 ⑂ 58
Python
cedrickchee
cedrickchee
awesome-ml-model-compression

Awesome machine learning model compression research papers, quantization, tools, and learning material.

Score
53
★ 546 ⑂ 62
1duo
1duo
awesome-ai-infrastructures

Infrastructures™ for Machine Learning Training/Inference in Production.

Score
0
★ 454 ⑂ 88
datawhalechina
datawhalechina
llm-deploy

大模型/LLM推理和部署理论与实践

Score
22
★ 407 ⑂ 52 +1/day
neuralmagic
neuralmagic
sparsezoo

Neural network model repository for highly sparse and sparse-quantized models with matching sparsification recipes

Score
47
★ 389 ⑂ 28
Python
Ruya-AI
Ruya-AI
cozempic

Context cleaning for Claude Code — prune bloated sessions, protect Agent Teams from context loss, auto-guard with tiered pruning

Score
0
★ 347 ⑂ 32 +2/day
Python
neuralmagic
neuralmagic
sparsify

ML model optimization product to accelerate inference.

Score
41
★ 325 ⑂ 31
Python
Guaishou74851
Guaishou74851
AdcSR

(CVPR 2025) Adversarial Diffusion Compression for Real-World Image Super-Resolution [PyTorch]

Score
100
★ 281 ⑂ 13
Python
FasterAI-Labs
FasterAI-Labs
fasterai

FasterAI: Prune and Distill your models with FastAI and PyTorch

Score
76
★ 265 ⑂ 19
Jupyter Notebook
shekkizh
shekkizh
neuralnetworks.thought-experiments

Observations and notes to understand the workings of neural network models and other thought experiments using Tensorflow

Score
35
★ 202 ⑂ 37
Jupyter Notebook
juliagusak
juliagusak
model-compression-and-acceleration-progress

Repository to track the progress in model compression and acceleration

Score
29
★ 107 ⑂ 19
bzantium
bzantium
pytorch-admm-pruning

Prune DNN using Alternating Direction Method of Multipliers (ADMM)

Score
0
★ 100 ⑂ 18
Python
CloudWithVarJosh
CloudWithVarJosh
ArgoCD-Basics-To-Production

ArgoCD-Basics-to-Production is a beginner-friendly repository designed to help you understand GitOps and Argo CD from fundamentals to real-world production use. It covers GitOps concepts, Argo CD architecture, and hands-on deployment workflows, organized as a progressive learning series.

Score
100
★ 99 ⑂ 131 +3/day
Python
SangyeopYeo
SangyeopYeo
Edge-popup_with_MMD

Can We Find Strong Lottery Tickets in Generative Models? - Official Code (Pytorch)

Score
24
★ 95 ⑂ 13
Python
vbdi
vbdi
divprune

[CVPR 2025] DivPrune: Diversity-based Visual Token Pruning for Large Multimodal Models

Score
33
★ 84 ⑂ 3
Python
delve-team
delve-team
delve

PyTorch model training and layer saturation monitor

Score
0
★ 83 ⑂ 13
Python
luuyin
luuyin
OWL

Official Pytorch Implementation of "Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity"

Score
0
★ 81 ⑂ 11
Python
ex4sperans
ex4sperans
pruning_with_tensorflow

I demonstrate how to compress a neural network using pruning in tensorflow.

Score
18
★ 78 ⑂ 21
Python
CASIA-LMC-Lab
CASIA-LMC-Lab
FLAP

[AAAI 2024] Fluctuation-based Adaptive Structured Pruning for Large Language Models

Score
11
★ 76 ⑂ 18
Python
theairbend3r
theairbend3r
how-to-train-your-neural-net

Deep learning research implemented on notebooks using PyTorch.

Score
59
★ 65 ⑂ 19
Jupyter Notebook
mlzxy
mlzxy
qsparse

Train neural networks with joint quantization and pruning on both weights and activations using any pytorch modules

Score
0
★ 42 ⑂ 2
Python
daniel-rychlewski
daniel-rychlewski
hsi-toolbox

Hyperspectral CNN compression and band selection

Score
6
★ 34 ⑂ 8
Jupyter Notebook
matthew-mcateer
matthew-mcateer
Keras_pruning

A walkthrough of how to prune keras models, using both weight-pruning and unit/neuron-pruning.

Score
12
★ 31 ⑂ 14
Jupyter Notebook
lukepark327
lukepark327
eth-ghost-sol

the GHOST protocol implementation on solidity.

Score
0
★ 22 ⑂ 7
Solidity
Related Topics
#quantization#deep-learning#pytorch#llm#machine-learning#model-compression#neural-network#computer-vision#compression#nlp#deep-neural-networks#sparsity

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