Related Issues (20)
- cmf logger should capture the GPU & CPU metrics
- cmf prechecks - dvc remote , git etc HOT 1
- cmf- Not to commit on the master branch HOT 1
- Upgrade mlmetadata version from 1.3.0 to 1.10.0 also Support for python versions - 3.7,3.8, 3.9 HOT 2
- Add unit test and Automated workflow for running unit test
- CMF logger running in its separate thread/process. This will enable logging in parallel with execution of the main process
- Documentation - Document about what's happening under the hood (Git + DVC, and how CMF uses it).
- Standardize log messages - Need to replace all print statements with calls to python logging library.
- Error messages - Review all the error messages and its handling
- Documentation - document the data flow for metadata storage
- Supportability - Support for python > 3.9 . HOT 1
- Enhancement - It will be good if we can add some validations, for example we are logging inputs and outputs , but if user missed to specify input/output this may lead to broken lineages . HOT 1
- Enhancement - It would be good if were are able to see the changes in the content before publishing/pushing, so that if user has some control on whether to commit the changes or not HOT 2
- Documentation - Improve documentation on metadata query
- Verification - provide steps or tools to verify that cmf is installed properly HOT 1
- Simplify logging the artifacts HOT 2
- Execution id should be a guid and unique across different sites HOT 1
- Support for newer versions of ML Metadata (MLMD)
- Issues with installing on Apple Mac M3 HOT 2
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