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MobileViT

This repo is to implement MobileViT using MindSpore.

Finish

@2023/3/20

使用dynamiclossscale精度大幅提升,450epochs三个规格精度全部达到论文,并使用validate对checkpoint文件进行验证。

@2023/3/6

拉取新的mindcv仓库。

做了dynamiclossscale。

@2023/2/23

做了O0的优化,精度无提升。

@2023/1/13

调整权重初始化。

@2022/11/28

进行单元测试,与torch模型对比输出,一致。

@2022/11/1

调整权重初始化。

打通openi ascend八卡训练。

@2022/10/28

修改模型文件,优化模型结构,提高了部分精度。

openi平台打通训练,但速度很慢。

@2022/10/21

GPU平台跑通训练。

@2022/10/13

完成mobilevit模型文件的编写,能够跑通main测试函数。

TO DO

  • 对einops.rearrange方法进行功能代替。

  • 进行数据处理工作并测试训练脚本。

  • 改进MHSA部分代码。

  • Ascend平台测试训练。

  • 新模型代码进行静态图调试。

  • 运行PyTorch源码测试训练性能。

  • 310推理脚本编写。

  • 差异文档分析编写。

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