structured-pruning

There are 0 repository under structured-pruning topic.

• VainF / Diff-Pruning

  [NeurIPS 2023] Structural Pruning for Diffusion Models

  diffusion-modelsnetwork-pruningefficient-deep-learningmodel-compressionstructured-pruningpytorch
  Language:Python 130

• jordddan / Pruning-LLMs

  The framework to prune LLMs to any size and any config.

  deep-learningllmmodel-compressionnlppytorchstructured-pruning
  Language:Python 87

• ghimiredhikura / Awasome-Pruning

  Awasome Papers and Resources in Deep Neural Network Pruning with Source Code.

  awesomepruningpytorchstructured-pruningunstructured-pruning
  85

• Eclipsess / CHIP_NeurIPS2021

  Code for CHIP: CHannel Independence-based Pruning for Compact Neural Networks (NeruIPS 2021).

  pruningmodel-compressiondeep-neural-networksstructured-pruningdeep-learningfilter-pruningpytorch
  Language:Python 31

• StijnVerdenius / SNIP-it

  This repository is the official implementation of the paper Pruning via Iterative Ranking of Sensitivity Statistics and implements novel pruning / compression algorithms for deep learning / neural networks. Amongst others it implements structured pruning before training, its actual parameter shrinking and unstructured before/during training.

  machine-learningdeep-learningpruningstructured-pruningunstructured-pruningstructured-pruning-before-trainingartificial-intelligenceneural-networksmodel-compressionsciencescience-researchcomputer-visionpublicationspeedup
  Language:Python 29

• CASIA-IVA-Lab / FLAP

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

  aaai-2024compressionllamallmpruningpruning-algorithmsstructured-pruningvicuna
  Language:Python 26

• Hahn-Schickard / Automatic-Structured-Pruning

  We have implemented a framework that supports developers to structured prune neural networks of Tensorflow Models

  structured-pruningprunepruningtensorflowneuralnetworks
  Language:Python 26

• lehduong / kesi

  Knowledge distillation from Ensembles of Iterative pruning (BMVC 2020)

  convolutional-neural-networksdeep-learningfilter-pruningimage-netiterative-pruningnetwork-pruningpytorchstructured-pruningunstructured-pruningweight-pruning
  Language:Jupyter Notebook 26

• jongwooko / NASH-Pruning-Official

  About Code for the paper "NASH: A Simple Unified Framework of Structured Pruning for Accelerating Encoder-Decoder Language Models" (EMNLP 2023 Findings)

  auto-regressive-modelbartgenerative-language-modelsmodel-compressionstructured-pruningt5-model
  Language:Python 10

• pvtien96 / CORING

  :ring: Efficient tensor decomposition-based filter pruning

  filter-pruningnetwork-compressionstructured-pruningtensor-decompositiontinymlhosvdtucker-decompositionnetwork-pruning
  Language:Jupyter Notebook 10

• kumasento / gconv-prune

  Code repository for paper "Efficient Structured Pruning and Architecture Searching for Group Convolution" https://arxiv.org/abs/1811.09341

  deep-learninggroup-convolutioniccv2019pruningpytorchstructured-pruning
  Language:Python 7

• ghimiredhikura / laasp-filter-pruning

  Deepak Ghimire, Kilho Lee, and Seong-heum Kim, Loss-aware automatic selection of structured pruning criteria for deep neural network acceleration, Image and Vision Computing, vol. 136, p. 104745, 2023.

  dnnstructured-pruningfilter-selection
  Language:Python 6