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The Top 10 Pruning Open Source Projects
Open source projects categorized as Pruning
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Machine Learning
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Pruning
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optuna/optuna
⭐
9,176
A hyperparameter optimization framework
dependent packages
0
total releases
0
most recent commit
about 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
about 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
almost 3 years ago
neuralmagic/deepsparse
⭐
2,729
Sparsity-aware deep learning inference runtime for CPUs
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
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
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
about 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
about 2 years ago
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