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roma-glushko avatar roma-glushko commented on June 25, 2024

It's time to review what I have done so far from this story and move the rest to separate tickets:

  • based our configs on python dictionaries specified as separate files/modules ✅
  • access nested values in the easy and readable way ✅
  • change different moving parts of the experiment (e.g. loss functions, optimisers, LR schedulers, feature extractors, architectures or parts of them) ✅
  • load secrets from a place that is not under version control, so all env variables could be safety stored separately and loaded along with other configs - moved to #18
  • track entire script output ✅
  • backup hyperparams ✅
  • GIT commit hash of the project ✅
  • GIT diff patch ✅
  • ability to backup specific files - moved to #19
  • ability to dump and save any artifacts ✅
  • DVC provides a simple way to plot some kind of information and we could use the system compatible with their plotting functionality - needs investigation #20

from morty.

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