pruning-algorithms

There are 27 repositories 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

    Language:Python2.1k48206148

  • horseee/Awesome-Efficient-LLM

    A curated list for Efficient Large Language Models

    Language:Python1.3k42391

  • 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.

    Language:Python8831079106

  • arcee-ai/PruneMe

    Automated Identification of Redundant Layer Blocks for Pruning in Large Language Models

    Language:Python19631226

  • lucaslie/torchprune

    A research library for pytorch-based neural network pruning, compression, and more.

    Language:Shell16051224

  • Adlik/model_optimizer_tf

    Model optimizer used in Adlik.

    Language:Python416126

  • CASIA-IVA-Lab/FLAP

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

    Language:Python3731410

  • cs-chan/Fuzzy-Compression

    Caffe/Neon prototxt training file for our Neurocomputing2017 work: Fuzzy Quantitative Deep Compression Network

    Language:Python12421

  • itsmattei/KEN

    KEN: Unleash the power of large language models with the easiest and universal non-parametric pruning algorithm

    Language:Python6201
  • llama-pruning

    MedITSolutionsKurman/llama-pruning

    This project provides tools to load and prune large language models using a structured pruning method.

    Language:Python5

  • git-disl/HQ-Ensemble

    Hierarchical Ensemble Pruning

    Language:Python4311

  • AmazingDD/EC-SNN

    Official code for "EC-SNN: Splitting Deep Spiking Neural Networks on Edge Devices" (IJCAI2024)

    Language:Python3210

  • fernandaleonn/The-LIMA-s-traveling

    This repository has the porpouse of give a solution to the travelling sales man problem

    Language:Python3100

  • abx393/llm-pruning-calibration-data

    [EMNLP 2024] Is C4 Dataset Optimal for Pruning? An Investigation of Calibration Data for LLM Pruning

    Language:Python20

  • 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.

    Language:Shell2100

  • 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.

    Language:Python2200

  • irugina/AP

    attention pruning

    Language:Python1200

  • kwsthsve/Othello-MiniMaxA-B

    Play the Othello board game against the algorithm and try to win!

    Language:Java1200

  • st-olz/tree_models_productivity

    Predicting employee productivity using tree models (decision tree cassification, cross validation, minimal cost-complexity pruning, random forest)

    Language:Jupyter Notebook1100

  • brian-mckeown/connectFour

    Web based Connect 4 game with an AI opponent.

    Language:JavaScript0100

  • 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.

    Language:Python0200

  • 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.

    Language:Jupyter Notebook0100

  • saeidEmadi/NNS

    NNS : Neural network surgery | academic assignment

    Language:Jupyter Notebook0100

  • soonchangAI/LFPR

    [PRL 2024] This is the code repo for our label-free pruning and retraining technique for autoregressive Text-VQA Transformers (TAP, TAP†).

    Language:Python0200

  • t0re199/AIAKRR_PROJECT

    Java implementation of an automatic player for the Murus Gallicus game.

    Language:Java0202

  • Harshika-123/Machine_Learning

    Machine Learning Algorithms

    Language:Jupyter Notebook10
  • channel-spa-experiments

    LukasHedegaard/channel-spa-experiments

    Experiments for channel-based Structured Pruning Adapters

    Language:Python201