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ML for converting structured configs #71

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abitrolly opened this issue Jan 26, 2021 · 0 comments

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abitrolly commented Jan 26, 2021

Converting YAML from one CI/CD to another requires reading the docs and making mistakes. Similarity between formats.

a set of examples for successful conversion (from/to pairs)
algorithm to devise and store knowledge about conversion rules
- devise diff, store the diff and the rule for the diff to apply
- detect conflicts and try to resolve them by splitting previously known diff
- devise a separate branch if conflict are not resolved
- devise context for a branch
- annotate why the branch was choosen

Ref:

Tree mapping - transform YAML from one format to another comby-tools/comby#230 - discussion for Comby
https://arxiv.org/abs/2006.03511 - FB DL approach for transpiling ASTs

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