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datawhalechina / leedl-tutorial

《李宏毅深度学习教程》（李宏毅老师推荐👍，苹果书🍎），PDF下载地址：https://github.com/datawhalechina/leedl-tutorial/releases

machine-learning tutorial reinforcement-learning deep-learning cnn transformer gan rnn pruning transfer-learning bert diffusion self-attention network-compression chatgpt leedl-tutorial

Updated Nov 23, 2025
Jupyter Notebook

VainF / Torch-Pruning

Star

[CVPR 2023] DepGraph: Towards Any Structural Pruning; LLMs, Vision Foundation Models, etc.

transformers vision pruning model-compression efficient-deep-learning llm

Updated Sep 7, 2025
Python

neuralmagic / deepsparse

Star

Sparsity-aware deep learning inference runtime for CPUs

nlp performance computer-vision inference machinelearning pruning object-detection pretrained-models quantization cpus onnx sparsification llm-inference deepsparse

Updated Jun 2, 2025
Python

intel / neural-compressor

Star

SOTA low-bit LLM quantization (INT8/FP8/MXFP8/INT4/MXFP4/NVFP4) & sparsity; leading model compression techniques on PyTorch, TensorFlow, and ONNX Runtime

sparsity pruning quantization knowledge-distillation auto-tuning int8 low-precision quantization-aware-training post-training-quantization awq int4 large-language-models gptq smoothquant sparsegpt fp4 mxformat

Updated Sep 1, 2026
Python

qualcomm / aimet

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AIMET is a library that provides advanced quantization and compression techniques for trained neural network models.

open-source machine-learning opensource deep-neural-networks compression deep-learning pruning quantization auto-ml network-quantization network-compression

Updated Sep 1, 2026
Python

he-y / Awesome-Pruning

Star

A curated list of neural network pruning resources.

awesome-list pruning model-compression model-acceleration

Updated Apr 4, 2024

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、reg…

Updated May 6, 2025
Python

neuralmagic / sparseml

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Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models

nlp sparsity tensorflow keras pytorch deep-learning-algorithms image-classification deep-learning-library pruning object-detection transfer-learning automl computer-vision-algorithms onnx deep-learning-models sparsification pruning-algorithms smaller-models sparsification-recipes

Updated Jun 2, 2025
Python

cupcakearmy / autorestic

Sponsor

Star

Config driven, easy backup cli for restic.

config cli backup incremental pruning restic deduplication incremental-backup config-driven

Updated Apr 5, 2026
Go

peremartra / Large-Language-Model-Notebooks-Course

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Practical course about Large Language Models.

transformers chatbots pruning hf huggingface vector-database large-language-models langchain fine-tuning-llm peft-fine-tuning-llm

Updated May 28, 2026
Jupyter Notebook

open-mmlab / mmrazor

Star

OpenMMLab Model Compression Toolbox and Benchmark.

detection pytorch classification segmentation pruning darts quantization nas knowledge-distillation spos autoslim

Updated Jun 11, 2024
Python

PaddlePaddle / PaddleSlim

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PaddleSlim is an open-source library for deep model compression and architecture search.

sparsity compression detection transformer segmentation pruning quantization nas bert tensorrt distillation ernie yolov5 yolov6 yolov7

Updated Jan 4, 2026
Python

tensorflow / model-optimization

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A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.

machine-learning sparsity compression deep-learning tensorflow optimization keras ml pruning quantization model-compression quantized-training quantized-neural-networks quantized-networks

Updated Aug 24, 2026
Python

huawei-noah / Efficient-Computing

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Efficient computing methods developed by Huawei Noah's Ark Lab

pruning quantization knowledge-distillation model-compression self-supervised binary-neural-networks

Updated Nov 5, 2024
Jupyter Notebook

openvinotoolkit / nncf

Star

Neural Network Compression Framework for enhanced OpenVINO™ inference

nlp sparsity compression deep-learning tensorflow transformers pytorch classification pruning object-detection quantization semantic-segmentation bert onnx openvino mixed-precision-training quantization-aware-training llm genai

Updated Aug 31, 2026
Python

horseee / LLM-Pruner

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[NeurIPS 2023] LLM-Pruner: On the Structural Pruning of Large Language Models. Support Llama-3/3.1, Llama-2, LLaMA, BLOOM, Vicuna, Baichuan, TinyLlama, etc.