Awesome Open Source
Search
Programming Languages
Languages
All Categories
Categories
About

The Top 23 Pytorch Model Compression Open Source Projects

Open source projects categorized as Pytorch Model Compression
Categories > Machine Learning > Model Compression
Nni ⭐ 13,725
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
dependent packages 27total releases 55most recent commit a month agopypi nni} Downloads
Efficient Ai Backbones ⭐ 3,770
Efficient AI Backbones including GhostNet, TNT and MLP, developed by Huawei Noah's Ark Lab.
most recent commit a month ago
Micronet ⭐ 2,165
micronet, a model compression and deploy lib. compression: 1、quantization: quantization-aware-training(QAT), High-Bit(>2b)(DoReFa/Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference)、Low-Bit(≤2b)/Ternary and Binary(TWN/BNN/XNOR-Net); post-training-quantization(PTQ), 8-bit(tensorrt); 2、 pruning: normal、regular and group convolutional channel pruning; 3、 group convolution structure; 4、batch-normalization fuse for quantization. deploy: tensorrt, fp32/fp16/in
total releases 46most recent commit 3 years ago
Awesome Pruning ⭐ 2,091
A curated list of neural network pruning resources.
most recent commit 5 months ago
Knowledge Distillation Pytorch ⭐ 1,770
A PyTorch implementation for exploring deep and shallow knowledge distillation (KD) experiments with flexibility
most recent commit a year ago
Neuronblocks ⭐ 1,442
NLP DNN Toolkit - Building Your NLP DNN Models Like Playing Lego
most recent commit 9 months ago
Tinyneuralnetwork ⭐ 681
TinyNeuralNetwork is an efficient and easy-to-use deep learning model compression framework.
most recent commit 3 months ago
Awesome Automl And Lightweight Models ⭐ 647
A list of high-quality (newest) AutoML works and lightweight models including 1.) Neural Architecture Search, 2.) Lightweight Structures, 3.) Model Compression, Quantization and Acceleration, 4.) Hyperparameter Optimization, 5.) Automated Feature Engineering.
most recent commit 4 years ago
Filter Pruning Geometric Median ⭐ 489
Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration (CVPR 2019 Oral)
most recent commit 8 months ago
Kd_lib ⭐ 476
A Pytorch Knowledge Distillation library for benchmarking and extending works in the domains of Knowledge Distillation, Pruning, and Quantization.
total releases 8most recent commit a year ago
Archai ⭐ 428
Accelerate your Neural Architecture Search (NAS) through fast, reproducible and modular research.
total releases 9most recent commit 7 months ago
Ghostnet.pytorch ⭐ 418
[CVPR2020] GhostNet: More Features from Cheap Operations
most recent commit 4 years ago
Hawq ⭐ 324
Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.
most recent commit a year ago
Only_train_once ⭐ 242
OTOv1-v3, NeurIPS, ICLR, TMLR, DNN Training, Compression, Structured Pruning, Erasing Operators, CNN, LLM
total releases 15most recent commit 3 months ago
Soft Filter Pruning ⭐ 235
Soft Filter Pruning for Accelerating Deep Convolutional Neural Networks
most recent commit 5 years ago
Pruning Filter In Filter ⭐ 161
Pruning Filter in Filter(NeurIPS2020)
most recent commit 2 years ago
Ayolov2 ⭐ 152
most recent commit 2 years ago
Knowledgedistillation ⭐ 150
Knowledge distillation in text classification with pytorch. 知识蒸馏，中文文本分类，教师模型BERT、XLNET，学生模型biLSTM。
most recent commit 2 years ago
Ld Net ⭐ 145
Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling
most recent commit 4 years ago
Pytorch Weights_pruning ⭐ 145
PyTorch Implementation of Weights Pruning
most recent commit 6 years ago
Torch Model Compression ⭐ 137
针对pytorch模型的自动化模型结构分析和修改工具集，包含自动分析模型结构的模型压缩算法库
most recent commit a year ago
Q Diffusion ⭐ 125
[ICCV 2023] Q-Diffusion: Quantizing Diffusion Models.
most recent commit 7 months ago
Diff Pruning ⭐ 102
[NeurIPS 2023] Structural Pruning for Diffusion Models
most recent commit 3 months ago
The 8 Latest Releases In Pytorch Model Compression Open Source Projects
Archai ⭐ 428
Accelerate your Neural Architecture Search (NAS) through fast, reproducible and modular research.
total releases 9latest release September 15, 2023most recent commit 7 months ago
Eve Mli ⭐ 8
eve-mli: making learning interesting
total releases 2latest release January 13, 2021most recent commit 2 years ago
Musco Pytorch ⭐ 55
MUSCO: MUlti-Stage COmpression of neural networks
total releases 7latest release October 18, 2020most recent commit 3 years ago
Aquvitae ⭐ 88
Knowledge Distillation Toolkit
total releases 11latest release June 27, 2020most recent commit 4 years ago
Popular Machine Learning Categories
Deep Learning
Machine Learning
Pytorch
Tensorflow
Natural Language Processing
Neural Network
Neural
Computer Vision
Convolutional Neural Networks
Opencv
Categories
Privacy | About | Terms | Follow Us On Twitter

Downloads, Dependent Repos, Dependent Packages, Total Releases, Latest Releases data powered by Libraries.io.

Copyright 2018-2024 Awesome Open Source.  All rights reserved.