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Heliophysics notebooks corresponding to the SDO ML Dataset

License: GNU General Public License v3.0

Jupyter Notebook 100.00%

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helionb-sdoml's Issues

Pytorch dataloader

Hi all,

Thanks for the great work to provide more suitable primitives for Machine Learning in Heliophysics!

It would be great to have a Pytorch DataLoader for the SDO ML v2 dataset in order to ease data loading and facilitate reproducibility.

Ideally the DataLoader should:

  • allow to access header information as well as optional labels during training/validation/testing
  • provide straightforward extensibility for a custom set of labels (e.g. flaring/non-flaring) in addition to the already existing header information
  • implement a set of default transformations that are suitable for the different channels (clamping, normalizing)
  • provide a strategy to downsample the data temporally
  • provide a way to downsample the data spatially (target size)
  • provide a suitable strategy to split the data into train/validation sets
  • provide a guideline how to split data between the test and train/val sets
  • ...?

A potential starting point can be found here: https://github.com/i4Ds/awesome-helio/pull/10/files (still a few TODOs) - feedback is welcome.

Cheers,
Marius

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