pruning · GitHub Topics | GitHub 中文社区

leedl-tutorial

Datawhale@datawhalechina

#计算机科学# 《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 deep-learning leedl-tutorial cnn reinforcement-learning transformer rnn gan pruning self-attention

Jupyter Notebook13.86 k

11 天前

deepsparse

@neuralmagic

#自然语言处理# Sparsity-aware deep learning inference runtime for CPUs

machinelearning onnx inference computer-vision object-detection pruning quantization pretrained-models nlp cpus

Python3.03 k

4 个月前

neural-compressor

Intel Corporation@intel

SOTA low-bit LLM quantization (INT8/FP8/INT4/FP4/NF4) & sparsity; leading model compression techniques on TensorFlow, PyTorch, and ONNX Runtime

low-precision pruning sparsity auto-tuning knowledge-distillation quantization quantization-aware-training post-training-quantization smoothquant large-language-models

Python2.23 k

17 小时前

micronet

@666DZY666

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-Ari...

翻译 - 基于pytorch的模型压缩（1，量化：8/4 / 2bits（dorefa），三进制/二进制值（twn / bnn / xnornet）； 2，修剪：常规，常规和组卷积通道修剪； 3，组卷积结构； 4，特征（A）的二进制值的分批归一化折叠）

quantization pruning dorefa twn bnn xnor-net pytorch model-compression group-convolution batch-normalization-folding

Python2.22 k

3 年前

PaddleSlim

@PaddlePaddle • 百度

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

翻译 - PaddleSlim是一个用于深度模型压缩和体系结构搜索的开源库。

pruning quantization nas bert compression detection distillation ernie segmentation sparsity

Python1.56 k

3 天前🇨🇳

mmrazor

OpenMMLab@open-mmlab

OpenMMLab Model Compression Toolbox and Benchmark.

翻译 - OpenMMLab 模型压缩工具箱和基准。

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

Python1.48 k

5 个月前

Efficient-Computing

@huawei-noah

Efficient computing methods developed by Huawei Noah's Ark Lab

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

Jupyter Notebook1.19 k

5 个月前

awesome-edge-machine-learning

@Bisonai

A curated list of awesome edge machine learning resources, including research papers, inference engines, challenges, books, meetups and others.

翻译 - 精选的很棒的边缘机器学习资源列表，包括研究论文，推理引擎，挑战，书籍，聚会等。

edge-machine-learning mobile-machine-learning auto-ml efficient-architectures pruning quantization embedded-machine-learning

Python251

2 年前

model_compression

@j-marple-dev

PyTorch Model Compression

翻译 - PyTorch模型压缩

pruning quantization lottey-ticket-hypothesis pytorch

Python229

2 年前