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Backlog

Johannes Klicpera edited this page Apr 12, 2021 · 78 revisions

Possible and planned features:

  • SEML portable mode for publishing source code
  • Proper documentation via readthedocs
  • Tests
  • integrate with Tensorboard HParams for nicer evaluation
  • detect any Slurm state instead of only whether the job got killed
  • Recommend using separate DB for each user. Maybe provide installation instructions?
  • Make Sacred optional (makes SEML easier for beginners, and Sacred might be discontinued at some point)

Low priority:

  • Integrate with PyTorch Lightning (what would this even mean? Some convenience functions?)
  • Automatic hyperparameter optimization (via Sherpa, hyperopt, Optuna?) -> parallel, on Cluster
  • Job chaining via sbatch --dependency
  • suspend and restart experiments
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