HewlettPackard/cmf
CMF library helps to collect and store information associated with ML pipelines. It tracks the lineages for artifacts and executions of distributed AI pipelines. It provides API's to record and query the metadata associated with ML pipelines. The framework adopts a data first approach and all artifacts recorded in the framework are versioned and identified by the content hash.
PythonApache-2.0
Issues
- 2
Issues with installing on Apple Mac M3
#185 opened by subenksaha - 0
- 1
- 1
Supportability - Support for python > 3.9 .
#60 opened by annmary-roy - 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 .
#61 opened by annmary-roy - 2
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
#62 opened by annmary-roy - 2
Simplify logging the artifacts
#65 opened by annmary-roy - 1
Verification - provide steps or tools to verify that cmf is installed properly
#64 opened by annmary-roy - 0
- 0
- 0
- 0
Standardize log messages - Need to replace all print statements with calls to python logging library.
#50 opened by annmary-roy - 0
Documentation - Document about what's happening under the hood (Git + DVC, and how CMF uses it).
#49 opened by annmary-roy - 0
CMF logger running in its separate thread/process. This will enable logging in parallel with execution of the main process
#47 opened by annmary-roy - 2
Upgrade mlmetadata version from 1.3.0 to 1.10.0 also Support for python versions - 3.7,3.8, 3.9
#17 opened by annmary-roy - 2
Documentation using Mkdocs
#10 opened by annmary-roy - 0
- 1
cmf prechecks - dvc remote , git etc
#14 opened by annmary-roy - 1
cmf- Not to commit on the master branch
#16 opened by annmary-roy - 0
- 0
cmf logger should capture the GPU & CPU metrics
#13 opened by annmary-roy - 0
Create an external slack channel
#11 opened by annmary-roy - 0
Fix documentation
#9 opened by annmary-roy - 0
Fix pylint errors
#8 opened by annmary-roy