pruning-algorithms

There are 0 repository under pruning-algorithms topic.

sparseml
neuralmagic / sparseml
Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
pytorch keras sparsification-recipes tensorflow smaller-models deep-learning-library deep-learning-algorithms deep-learning-models automl pruning-algorithms sparsity sparsification pruning computer-vision-algorithms object-detection image-classification nlp onnx transfer-learning
Language:Python 2146
horseee / Awesome-Efficient-LLM
A curated list for Efficient Large Language Models
compression knowledge-distillation language-model llm model-quantization pruning-algorithms efficient-llm llm-compression
Language:Python 1892
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.
compression language-model llm pruning pruning-algorithms baichuan chatglm llama vicuna llama-2 bloom neurips-2023 llama3
Language:Python 1079
arcee-ai / PruneMe
Automated Identification of Redundant Layer Blocks for Pruning in Large Language Models
llm merging pruning pruning-algorithms
Language:Python 250
lucaslie / torchprune
A research library for pytorch-based neural network pruning, compression, and more.
neural-networks filter-pruning weight-pruning coresets deep-learning generalization-ability pytorch machine-learning tensor-decomposition sparsification sparsity compression neural-architecture-search tinyml pruning pruning-algorithms
Language:Shell 163
CASIA-IVA-Lab / FLAP
[AAAI 2024] Fluctuation-based Adaptive Structured Pruning for Large Language Models
aaai-2024 compression llama llm pruning pruning-algorithms structured-pruning vicuna
Language:Python 63
Adlik / model_optimizer_tf
Model optimizer used in Adlik.
model-optimizer adlik-optimizer pruning-algorithms knowledge-distillation
Language:Python 42
cs-chan / Fuzzy-Compression
Caffe/Neon prototxt training file for our Neurocomputing2017 work: Fuzzy Quantitative Deep Compression Network
fuzzy-sets compression-algorithm deep-learning data-compression fuzzy-deep-learning model-compression pruning pruning-algorithms computer-vision object-detection object-recognition
Language:Python 12
llama-pruning
MedITSolutionsKurman / llama-pruning
This project provides tools to load and prune large language models using a structured pruning method.
ai llm model-pruning pruning pruning-algorithms slm
Language:Python 9
yudi-mars / EC-SNN
Official code for "EC-SNN: Splitting Deep Spiking Neural Networks on Edge Devices" (IJCAI2024)
distributed-computing edge edge-computing pruning-algorithms spiking-neural-networks split-learning
Language:Python 9
itsmattei / KEN
KEN: Unleash the power of large language models with the easiest and universal non-parametric pruning algorithm
kernel-density-estimation llm pruning-algorithms transformer
Language:Python 8
abx393 / llm-pruning-calibration-data
[EMNLP 2024] Is C4 Dataset Optimal for Pruning? An Investigation of Calibration Data for LLM Pruning
llm-pruning pruning-algorithms sparsity
Language:Python 7
git-disl / HQ-Ensemble
Hierarchical Ensemble Pruning
deep-learning dataset ensemble-learning pruning-algorithms
Language:Python 5
fernandaleonn / The-LIMA-s-traveling
This repository has the porpouse of give a solution to the travelling sales man problem
mathematical-optimization traveling-salesman-problem pruning-algorithms
Language:Python 2
GATECH-EIC / Early-Bird-Diffusion
[CVPR 2025] "Early-Bird Diffusion: Investigating and Leveraging Timestep-Aware Early-Bird Tickets in Diffusion Models for Efficient Training" by Lexington Whalen, Zhenbang Du, Haoran You, Chaojian Li, Sixu Li, and Yingyan (Celine) Lin.
diffusion-models efficient-machine-learning pruning-algorithms
Language:Python 2
IDT-ITI / B-FPGM
Code and trained models for our paper: N. Kaparinos, V. Mezaris, "B-FPGM: Lightweight Face Detection via Bayesian-Optimized Soft FPGM Pruning", Proc. IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW 2025).
bayesian-optimization filter-pruning network-pruning pruning-algorithms soft-pruning lightweight-face-detection
Language:Python 2
irugina / AP
attention pruning
attention-mechanism pruning-algorithms transformer bert fairseq
Language:Python 2
oswaldoludwig / Pruning-pre-trained-models-using-evolutionary-computation
This repository contains scripts to prune Wav2vec2 using a neuroevolution-based method. More details about this method can be found in the paper Compressing Wav2vec2 for Embedded Applications.
asr e2e-asr evolutionary-algorithms evolutionary-computation genetic-algorithm huggingface model-compression pre-trained-model pruning pruning-algorithms pruning-optimization pytorch transformer-models wav2vec wav2vec2
Language:Shell 2
soonchangAI / LFPR
[PRL 2024] This is the code repo for our label-free pruning and retraining technique for autoregressive Text-VQA Transformers (TAP, TAP†).
pruning-algorithms textvqa transformer
Language:Python 2
yongduosui / ICPG
[JCST 2023] "Inductive Lottery Ticket Learning for Graph Neural Networks" by Yongduo Sui, Xiang Wang, Tianlong Chen, Meng Wang, Xiangnan He, Tat-Seng Chua.
graph-neural-networks pruning-algorithms sparsity
Language:Python 2
akshatkhatri / AI-chess-engine
a C++ chess engine with support for full chess rules and an AI opponent. It implements move generation, position evaluation, and a minimax search with alpha-beta pruning to choose the best moves. This project is designed to be modular and extensible.
chess-engine chess-engine-gui game-tree-search gdb linux optimization-algorithms pruning-algorithms search-optimization simulation zobrist-hashing
Language:C++ 1
bandirevanth / Checkers
AI & algo-powered Checkers game. Compete against the computer!
ai checkers checkers-ai checkers-game game-theory logic math alpha-beta-pruning minimax-algorithm pruning-algorithms
Language:JavaScript 1
kwsthsve / Othello-MiniMaxA-B
Play the Othello board game against the algorithm and try to win!
artificial-intelligence aueb aueb-students minimax-algorithm pruning-algorithms othello java
Language:Java 1
channel-spa-experiments
LukasHedegaard / channel-spa-experiments
Experiments for channel-based Structured Pruning Adapters
adapters deep-learning image-recognition pruning-algorithms transfer-learning structured-pruning-adapters
Language:Python 1
MansoorehMontazerin / LIES
Official implementation of the LIES Network for Symbolic Regression
ai4math artificial-intelligence deep-neural-networks machine-learning pruning-algorithms symbolic-regression
Language:Python 1
prblydv / Time-Series-Prediction-with-Genetic-Programming
This project implements Genetic Programming (GP) to evolve and optimize mathematical expressions that best fit given data. It leverages tree-based evolutionary algorithms to generate, evaluate, and refine expressions using selection, crossover, and mutation.
crossover evolutionary-algorithms expression-evaluator mathematical-modelling mathematics mutations pruning-algorithms python
Language:Python 1
st-olz / tree_models_productivity
Predicting employee productivity using tree models (decision tree cassification, cross validation, minimal cost-complexity pruning, random forest)
cross-validation decision-trees pruning-algorithms random-forest
Language:Jupyter Notebook 1
diogorrio / discovering_fm_for_treewidth
Project code developed to accompany the thesis of the bachelor programme BSc Data Science and Artificial Intelligence taught @ Universiteit Maastricht. It consists in (re-)discovering Forbidden Minors for Treewidth, through a series of graph search/analysis techniques.
exhaustiveness-checking f4 f5 forbidden-minors graph-theory-algorithms pruning-algorithms thesis treewidth
Language:Python 0
Edoubek1024 / Nonogram-Solver
An AI program that solves nonograms
nonogram nonogram-generator nonogram-solver pruning-algorithms tree-generation
Language:Python 0
itzdineshx / Cs50ai_tic_tac_toe_AI
A simple Tic Tac Toe Game with AI
ai minimax-algorithm pruning-algorithms tic-tac-toe tictactoe-game web-game website aplha-beta-pruning chatgpt claude-ai gen-ai
Language:HTML 0
ksheersagaragrawal / LotteryTicketPruning
Study and Implementation of various neural network pruning techniques. Extending the lottery ticket hypothesis to structured pruning for accelerated training while maintaining uncertainty and accuracy. The focus is on simplifying the model's complexity without sacrificing its overall performance or leading to overfitting.
accuracy-analysis cifar10 mnist-dataset pruning-algorithms uncertainty-quantification expected-caliberation-error make-moons monte-carlo-drop-out reliability-diagram
Language:Jupyter Notebook 0
saeidEmadi / NNS
NNS : Neural network surgery | academic assignment
ann artificial-neural-networks compression-algorithm compression-models compressions pruning pruning-algorithms pruning-structures
Language:Jupyter Notebook 0
t0re199 / AIAKRR_PROJECT
Java implementation of an automatic player for the Murus Gallicus game.
artificial-intelligence heuristic-search-algorithms java minimax-algorithm pruning-algorithms
Language:Java 0
cRED-f / ClearCut-Pruning-Efficient-Weight-Refinement-for-LLM-Compression
A comprehensive implementation of post-training pruning methods for large language models (LLMs)
llms pruning-algorithms low-rank-decomposition
Language:Python
Harshika-123 / Machine_Learning
Machine Learning Algorithms
decision-trees lasso-regression linear-regression logistic-regression pruning-algorithms ridge-regression-model
Language:Jupyter Notebook
rabeaifeanyi / CNN-Model-Pruning
Dimensionality reduction of AI models for image processing through model pruning, featuring APOZ and Taylor pruning techniques.
cnn green-ai pruning pruning-algorithms
Language:Python

pruning-algorithms

neuralmagic / sparseml

horseee / Awesome-Efficient-LLM

horseee / LLM-Pruner

arcee-ai / PruneMe

lucaslie / torchprune

CASIA-IVA-Lab / FLAP

Adlik / model_optimizer_tf

cs-chan / Fuzzy-Compression

MedITSolutionsKurman / llama-pruning

yudi-mars / EC-SNN

itsmattei / KEN

abx393 / llm-pruning-calibration-data

git-disl / HQ-Ensemble

fernandaleonn / The-LIMA-s-traveling

GATECH-EIC / Early-Bird-Diffusion

IDT-ITI / B-FPGM

irugina / AP

oswaldoludwig / Pruning-pre-trained-models-using-evolutionary-computation

soonchangAI / LFPR

yongduosui / ICPG

akshatkhatri / AI-chess-engine

bandirevanth / Checkers

kwsthsve / Othello-MiniMaxA-B

LukasHedegaard / channel-spa-experiments

MansoorehMontazerin / LIES

prblydv / Time-Series-Prediction-with-Genetic-Programming

st-olz / tree_models_productivity

diogorrio / discovering_fm_for_treewidth

Edoubek1024 / Nonogram-Solver

itzdineshx / Cs50ai_tic_tac_toe_AI

ksheersagaragrawal / LotteryTicketPruning

saeidEmadi / NNS

t0re199 / AIAKRR_PROJECT

cRED-f / ClearCut-Pruning-Efficient-Weight-Refinement-for-LLM-Compression

Harshika-123 / Machine_Learning

rabeaifeanyi / CNN-Model-Pruning