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awesome-pruning

A curated list of neural network pruning resources.

blip

PyTorch code for BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation

clip

Contrastive Language-Image Pretraining

dive-into-dl-pytorch

本项目将《动手学深度学习》(Dive into Deep Learning)原书中的MXNet实现改为PyTorch实现。

dynamicvit

[NeurIPS 2021] DynamicViT: Efficient Vision Transformers with Dynamic Token Sparsification

ltp

[KDD'22] Learned Token Pruning for Transformers

mmft-bert

mt-dnn

Multi-Task Deep Neural Networks for Natural Language Understanding

nn_pruning

Prune a model while finetuning or training.

nvit

oscar

Oscar and VinVL

pins

Implementation of ACL 2023 Findings paper "Pruning Pre-trained Language Models with Principled Importance and Self-regularization""

platon

This pytorch package implements PLATON: Pruning Large Transformer Models with Upper Confidence Bound of Weight Importance (ICML 2022).

program_test

pytorch-cifar100

Practice on cifar100(ResNet, DenseNet, VGG, GoogleNet, InceptionV3, InceptionV4, Inception-ResNetv2, Xception, Resnet In Resnet, ResNext,ShuffleNet, ShuffleNetv2, MobileNet, MobileNetv2, SqueezeNet, NasNet, Residual Attention Network, SENet, WideResNet)

regularization-pruning

[ICLR'21] Neural Pruning via Growing Regularization (PyTorch)

spvit

This is the official repository for our paper: ''Pruning Self-attentions into Convolutional Layers in Single Path''.

torch-pruning

[Preprint] Towards Any Structural Pruning

vilbert-multi-task

Multi Task Vision and Language

villa

Research Code for NeurIPS 2020 Spotlight paper "Large-Scale Adversarial Training for Vision-and-Language Representation Learning": UNITER adversarial training part

vlp

Vision-Language Pre-training for Image Captioning and Question Answering

width-and-depth-pruning-for-vision-transformer