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Feature/automatic refinement transfer learning #41

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@finnkap finnkap commented Aug 8, 2024

This Pull requests unites all the work done by the DLOmix group of the Advanced Practical course (Sylvie Baier, Lina-Liv Willruth, Julian Poschenrieder and Finn Kapitza).

New features are:

  • interface that can be used from the Oktoberfest package:
    • downloading the baseline model from the repository
    • processing of a dataset
    • DLOmix model loading and saving
  • Automatic refinement and transfer learning pipeline (possible with wandb integration)
  • Report generation for the automatic refinement and transfer learning (works without wandb)
  • functionality to change input and output layers of the network (allows for partial keeping of the weights)
  • functionality to freeze and release specific parts of the model
  • custom callbacks for logging and monitoring the automatic training process
  • test ratio in dataset can be specified
  • inference only dataset (no label column needed)
  • dataset can now store an ordered list of ion types which appear in the data
  • added optional advanced splitting to the dataset class in dlomix (based on PROSPECT splitting)

Fix:

  • fix in parsing of sequences, where the alphabet does not match the data tokens
  • regex for sequence processor was extended to also capture starting modifications from sequences without specific n- and c-terminal modifiers
  • made custom loss function serializable for easy saving and loading of models

@finnkap finnkap added the enhancement New feature or request label Aug 8, 2024
@finnkap finnkap requested a review from omsh August 26, 2024 17:08
@finnkap finnkap marked this pull request as ready for review August 26, 2024 17:08
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5 participants