structured-pruning

There are 0 repository under structured-pruning topic.

• VainF / Torch-Pruning

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

  pruningmodel-compressionefficient-deep-learningllmtransformersvision
  Language:Python 3127

• VainF / Diff-Pruning

  [NeurIPS 2023] Structural Pruning for Diffusion Models

  diffusion-modelsefficient-deep-learningmodel-compressionnetwork-pruningpytorchstructured-pruning
  Language:Python 185

• ghimiredhikura / Awasome-Pruning

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

  pytorchpruningstructured-pruningunstructured-pruningawesome
  153

• jordddan / Pruning-LLMs

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

  deep-learningllmmodel-compressionnlppytorchstructured-pruning
  Language:Python 91

• CASIA-IVA-Lab / FLAP

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

  aaai-2024compressionllamallmpruningpruning-algorithmsstructured-pruningvicuna
  Language:Python 61

• microsoft / only_train_once

  OTOv1-v3, NeurIPS, ICLR, TMLR, DNN Training, Compression, Structured Pruning, Erasing Operators, CNN, Diffusion, LLM

  cnncompressiondiffusionllmpytorchstructured-pruningtrainingerasing-operator
  Language:Python 35

• 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 34

• 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 32

• 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 28

• lehduong / kesi

  Knowledge distillation from Ensembles of Iterative pruning (BMVC 2020)

  network-pruningpytorchdeep-learningconvolutional-neural-networksimage-netstructured-pruningunstructured-pruningfilter-pruningweight-pruningiterative-pruning
  Language:Jupyter Notebook 25

• pvti / CORING

  :ring: Efficient tensor decomposition-based filter pruning

  filter-pruningnetwork-compressionstructured-pruningtensor-decompositiontinymlhosvdtucker-decompositionnetwork-pruning
  Language:Jupyter Notebook 18

• alexandertheus / Intra-Fusion

  Towards Meta-Pruning via Optimal Transport, ICLR 2024 (Spotlight)

  iclr2024model-compressionnetwork-pruningoptimal-transportpruningstructural-pruningstructured-pruningintra-fusion
  Language:Python 17

• 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 15

• FabrizioSandri / 2SSP

  2SSP: A Two-Stage Framework for Structured Pruning of LLMs

  llmspruningstructured-pruning
  Language:Python 14

• 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 10

• kumasento / gconv-prune

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

  pytorchpruninggroup-convolutionstructured-pruningiccv2019deep-learning
  Language:Python 8

• pvti / NORTON

  :stars: Enhanced Network Compression Through Tensor Decompositions and Pruning

  model-compressionstructured-pruningtensor-decompositionhybrid-compressionchannel-pruningcpdfilter-pruningsparsificationtinymltucker-decomposition
  Language:Python 8

• Miocio-nora / Decay_Pruning_Method

  Make Structured Pruning Methods Smooth and Adaptive: Decay Pruning Method (DPM) is a novel smooth and dynamic pruning approach, that can be seemingly integrated with various existing structured pruning methods, providing significant improvement.

  channel-pruningdepgraphdpmdynamic-pruninggate-decoratormodel-compressionnetwork-pruningotov2pruningpruning-optimizationsmooth-pruningstructured-pruning
  Language:Python 3

• yugwangyeol / Intra-Fusion

  [Project] Edge computing Intra-Fusion Comparison Experiment

  pruningstructured-pruning
  Language:Python 3

• yugwangyeol / Structured-Unstructured-Pruning

  [Project] Structured/Unstructured Pruning Comparison Experiment

  pruningstructured-pruningunstructured-pruning
  Language:Python 3