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The Top 10 Pruning Open Source Projects

Open source projects categorized as Pruning
Categories  > Machine Learning  > Pruning
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optuna/optuna ⭐ 9,176
A hyperparameter optimization framework
dependent packages 0 total releases 0 most recent commit over 2 years ago
datawhalechina/leedl-tutorial ⭐ 8,682
《李宏毅深度学习教程》，PDF下载地址：https://github.com/datawhalechina/leedl-tutorial/releases
dependent packages 0 total releases 0 most recent commit over 2 years ago
IntelLabs/distiller ⭐ 4,252
Neural Network Distiller by Intel AI Lab: a Python package for neural network compression research. https://intellabs.github.io/distiller
dependent packages 0 total releases 0 most recent commit about 3 years ago
neuralmagic/deepsparse ⭐ 2,729
Sparsity-aware deep learning inference runtime for CPUs
dependent packages 0 total releases 0 most recent commit over 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
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 over 2 years ago
neuralmagic/sparseml ⭐ 1,910
Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
dependent packages 0 total releases 0 most recent commit over 2 years ago
intel/neural-compressor ⭐ 1,773
SOTA low-bit LLM quantization (INT8/FP8/INT4/FP4/NF4) & sparsity; leading model compression techniques on TensorFlow, PyTorch, and ONNX Runtime
dependent packages 0 total releases 0 most recent commit over 2 years ago
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