Implement CI/CD for training

informatics-lab / precip_rediagnosis

Project to use ML to re-diagnose precipitation fields from ensemble model fields

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Implement CI/CD for training #18

Open stevehadd opened 2 years ago

stevehadd commented 2 years ago

we want to test that our training pipeline works reliably, so we need a test suite of sort to check that it continues to work whenever we make changes.

stevehadd commented 1 year ago

Have some sort of suite of tests/checks is important for CI/CD The following software might help for testing:

deep checks https://github.com/deepchecks/deepchecks
tesnorboard what-if https://github.com/pair-code/what-if-tool

Some general info https://neptune.ai/blog/ways-ml-teams-use-ci-cd-in-production https://ds3lab.ghost.io/ci/