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pytorch-quantize-demo's Introduction

Forked from https://github.com/kuangliu/pytorch-cifar

install requirements

python==3.7
pytorch==1.5
easydict
pillow
建议使用conda工具进行安装,安装好conda之后,执行
conda activate base
conda install pytorch torchvision torchaudio cudatoolkit=10.1 -c pytorch
conda install pillow
pip install easydict

训练

执行python tools/train.py
默认位300个epoch,训练结束之后,网络权重保存在./checkpoint/fp_ckpt.pkl

量化

执行 python tools/static_quantize.py
会将量化的权重保存在./checkpoint/qat_ckpt.pth
为了方便使用,还输出了中间变量和量化后的权重到quant_data.pkl

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