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=== Mitigation / Debugs when validation fails === Some reasons why code doesn't work and possible solutions. * Code is not written to open-source standards ** Code may have worked for authors, but it is not generally usable ** Sometimes fixes are easy – check-in/out directories * Code is from a while ago ** Check package versions that authors use, and replicate in venv if possible ** If intending to fine-tune model for future use, you probably want to update the code -- see documentation on any breaking updates * Missing components needed ** Probably the authors also based their project off someone else’s – can do some digging to see if the missing component is anywhere else on the internet * Everything runs without error, but results are just not replicable 😡 ** Check data processing (lookout for corrupted / truncated files) ** Check model parameters (especially optimization parameters) ** Check that “default” parameters in args correspond to optimal values they report in the paper Always a good idea to check github issues and see if you problem is a "known" problem, and if there are any workarounds.
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