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mcts's Introduction

MCTS(Model Compression Toolset)

MCTS

baseline

prune

weight prune(all)

l1 filter prune(vgg)

Thinet(vgg)

network slimming(vgg, resnet_cs)

SFP(soft filter prune)(vgg)

MetaPurne(resnet, mobilenetv2)

quantize

binarynet(resnet_cifar)

XNOR-Net(nin)

Dorefa-Net(nin, resnet_cifar)

distill

distilling-knowledge

TODO:

TODO 没法保存完整模型:或者说是保存的完整模型无法加载,判断应该是保存的问题。

TODO 中途resume断点续练无法完全复现:完全没头绪,不就两个东西一个model state dict一个optimizer state dict吗。

TODO 打算把第一个bug解决了直接保存完整模型,弃用cfg重构模型那套方案。

TODO imagenet训练mobilenetv2精度好低。。resnet也比tv里的pth低近3个百分点:超参调一遍训练好久。。。爷吐了。

TODO 舍弃config类直接传args,历史遗留问题。。重构代价有点大,以后有时间再搞

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