model-compression · GitHub Topics

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

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

SqueezeLLM

@SqueezeAILab

#自然语言处理# [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization

efficient-inference large-language-models llm model-compression natural-language-processing post-training-quantization quantization text-generation transformer

Python650

3 个月前

ghostnet.pytorch

@iamhankai

[CVPR2020] GhostNet: More Features from Cheap Operations

翻译 - [CVPR2020]超越MobileNetV3：“ GhostNet：廉价运营带来的更多功能”

convolutional-neural-networks mobilenetv3 model-compression pytorch fbnet

Python522

4 年前

laser

@pratyushasharma

#大语言模型# The Truth Is In There: Improving Reasoning in Language Models with Layer-Selective Rank Reduction

gpt-j interpretability laser llama2 llm llms model-compression transformers

Python370

4 个月前