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study's Introduction

简介

  • 时空序列预测
  • 论文复现
  • PyTorch

暂时没空看论文了,工作稳定我会继续复现工作

我不保证完全的正确性啊~仅供参考

快速开始

  • models 文件夹

    在 models 目录中,每一个文件夹存储一个结构的完整模型代码,复现参照了论文中的公式、图示以及 GitHub 作者实现的代码(如果有的话)

    这些模型均假定输入的 Tensor 的 shape 为 (batch, sequence, channel, height, width)

    这里的目的是为了学习,尽可能内聚成一个个小的 Module 再组合的,应该效率很差

  • util 文件夹

    • patch

      针对大尺寸数据进行 patch 分割的方法,不过这里要根据实际情况修改下,这里是针对五维数据的,如果针对四维,则参照逻辑修改下即可

    • TrainingTemplate 和 TestingTemplate

      我自己写的训练过程的模板类,一般继承重写一些方法即可

    • content_tree

      包含生成目录树的方法

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