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The Top 23 Pytorch Pruning Open Source Projects

Open source projects categorized as Pytorch Pruning
Distiller ⭐ 4,252
Neural Network Distiller by Intel AI Lab: a Python package for neural network compression research. https://intellabs.github.io/distiller
most recent commit a year ago
Micronet ⭐ 2,177
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
Sparseml ⭐ 1,910
Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
dependent packages 5total releases 37most recent commit 3 months agopypi sparseml} Downloads
Mmrazor ⭐ 1,231
OpenMMLab Model Compression Toolbox and Benchmark.
dependent packages 2total releases 8most recent commit 5 months agopypi mmrazor} Downloads
Rethinking Network Pruning ⭐ 997
Rethinking the Value of Network Pruning (Pytorch) (ICLR 2019)
most recent commit 4 years ago
Nncf ⭐ 725
Neural Network Compression Framework for enhanced OpenVINO™ inference
dependent packages 6total releases 16most recent commit 3 months agopypi nncf} Downloads
Tinyneuralnetwork ⭐ 681
TinyNeuralNetwork is an efficient and easy-to-use deep learning model compression framework.
most recent commit 3 months ago
Pytorch Pruning ⭐ 655
PyTorch Implementation of [1611.06440] Pruning Convolutional Neural Networks for Resource Efficient Inference
most recent commit 5 years 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
Network Slimming ⭐ 499
Network Slimming (Pytorch) (ICCV 2017)
most recent commit 3 years ago
Filter Pruning Geometric Median ⭐ 489
Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration (CVPR 2019 Oral)
most recent commit 9 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
Shrinkbench ⭐ 391
PyTorch library to facilitate development and standardized evaluation of neural network pruning methods.
most recent commit 10 months ago
Sparsify ⭐ 310
ML model optimization product to accelerate inference.
total releases 136most recent commit 4 months ago
Yolov3 Network Slimming ⭐ 294
yolov3 network slimming剪枝的一种实现
most recent commit 5 years 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
Fasterai ⭐ 226
FasterAI: Prune and Distill your models with FastAI and PyTorch
total releases 17most recent commit 4 months ago
Lottery Ticket Hypothesis In Pytorch ⭐ 209
This repository contains a Pytorch implementation of the paper "The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks" by Jonathan Frankle and Michael Carbin that can be easily adapted to any model/dataset.
most recent commit 2 years ago
Model_compression ⭐ 203
PyTorch Model Compression
most recent commit 2 years ago
Rmnet ⭐ 195
RM Operation can equivalently convert ResNet to VGG, which is better for pruning; and can help RepVGG perform better when the depth is large.
most recent commit 10 months ago
Deep Compression Pytorch ⭐ 182
PyTorch implementation of 'Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding' by Song Han, Huizi Mao, William J. Dally
most recent commit 4 years ago
The 3 Most Depended On Pytorch Pruning Open Source Projects
Nncf ⭐ 725
Neural Network Compression Framework for enhanced OpenVINO™ inference
dependent packages 6total releases 16latest release November 16, 2023most recent commit 3 months agopypi nncf} Downloads
Sparseml ⭐ 1,910
Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
dependent packages 5total releases 37latest release December 04, 2023most recent commit 3 months agopypi sparseml} Downloads
Mmrazor ⭐ 1,231
OpenMMLab Model Compression Toolbox and Benchmark.
dependent packages 2total releases 8latest release May 04, 2022most recent commit 5 months agopypi mmrazor} Downloads
The 10 Latest Releases In Pytorch Pruning Open Source Projects
Sparsify ⭐ 310
ML model optimization product to accelerate inference.
total releases 136latest release December 11, 2023most recent commit 4 months ago
Sparseml ⭐ 1,910
Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
dependent packages 5total releases 37latest release December 04, 2023most recent commit 3 months agopypi sparseml} Downloads
Nncf ⭐ 725
Neural Network Compression Framework for enhanced OpenVINO™ inference
dependent packages 6total releases 16latest release November 16, 2023most recent commit 3 months agopypi nncf} Downloads
Fasterai ⭐ 226
FasterAI: Prune and Distill your models with FastAI and PyTorch
total releases 17latest release November 16, 2023most recent commit 4 months ago
Mmrazor ⭐ 1,231
OpenMMLab Model Compression Toolbox and Benchmark.
dependent packages 2total releases 8latest release May 04, 2022most recent commit 5 months agopypi mmrazor} Downloads
Delve ⭐ 73
PyTorch model training and layer saturation monitor
total releases 44latest release January 17, 2022most recent commit a year ago
Eve Mli ⭐ 8
eve-mli: making learning interesting
total releases 2latest release January 13, 2021most recent commit 2 years ago
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