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FAENet++ #66

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FAENet++ #66

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Ramlaoui
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@Ramlaoui Ramlaoui commented Jul 7, 2024

Modifications for FAENet++ project with the following main changes:

  • New Canonicalization methods and config specification to support all of the added modules
  • Support for relaxations with on the fly graph rebuilding supporting transforms
  • Added new modules and models: Ewald on FAENet, SchNet, DPP. Support for EquiformerV2
  • Transfer learning (eg from S2EF models to IS2RE with backbone freezing)
  • Clean notebooks
  • Clean config files, reduce to min number with max information to reproduce results
  • Solve conflicts with Basile branch
  • Add documentation to readme -- explaining briefly how to use these extensions (e.g. canonicalisation)
  • Commit test_model_symmetries in single_trainer to account for qm7x
  • Clean unnecessary files
  • Add and update function comments, check everything
  • Verif that data_transform is readable
  • Add config for one (or a few) cano

@Ramlaoui
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Ramlaoui commented Jul 8, 2024

  • [] Use Black
  • [] Regroup three notebooks into one
  • [] Handle S2EFtoIS2RE tasks
  • [] Remove hidden breakpoints
  • [] test_model_symmetries
  • [] unnecessary comments
  • [] Keep version of run_relaxations
  • [] Document and comment everything in the PR space
  • [] Remove unnecessary functionalities
  • [] Mention side effects of new functions
  • [] Revert base configs
  • [] List paper models and make sur the scores are the same (with wandb link)
  • [] Clean test file and add new experiments

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