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The Top 10 Model Compression Open Source Projects
Open source projects categorized as Model Compression
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microsoft/nni
⭐
13,536
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
dependent packages
0
total releases
0
most recent commit
over 2 years ago
huawei-noah/Efficient-AI-Backbones
⭐
4,393
Efficient AI Backbones including GhostNet, TNT and MLP, developed by Huawei Noah's Ark Lab.
dependent packages
0
total releases
0
most recent commit
about 1 year ago
dkozlov/awesome-knowledge-distillation
⭐
3,222
Awesome Knowledge Distillation
dependent packages
0
total releases
0
most recent commit
over 2 years ago
huawei-noah/Pretrained-Language-Model
⭐
2,912
Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.
dependent packages
0
total releases
0
most recent commit
about 2 years ago
Tencent/PocketFlow
⭐
2,553
An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.
dependent packages
0
total releases
0
most recent commit
over 5 years ago
FLHonker/Awesome-Knowledge-Distillation
⭐
2,182
Awesome Knowledge-Distillation. 分类整理的知识蒸馏paper(2014-2021)。
dependent packages
0
total releases
0
most recent commit
almost 3 years ago
666DZY666/micronet
⭐
2,129
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...
dependent packages
0
total releases
0
most recent commit
over 4 years ago
he-y/Awesome-Pruning
⭐
2,091
A curated list of neural network pruning resources.
dependent packages
0
total releases
0
most recent commit
over 2 years ago
VainF/Torch-Pruning
⭐
2,035
[CVPR 2023] Towards Any Structural Pruning; LLMs / SAM / Diffusion / Transformers / YOLOv8 / CNNs
dependent packages
0
total releases
0
most recent commit
about 2 years ago
haitongli/knowledge-distillation-pytorch
⭐
1,734
A PyTorch implementation for exploring deep and shallow knowledge distillation (KD) experiments with flexibility
dependent packages
0
total releases
0
most recent commit
about 3 years ago
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