[FEATURE REQUEST]Support AI/ML Models
- Dominant language
- Java
- Stars
- 2.1k
- Forks
- 522
- Avg merge
- 1d 17h
- Merged PRs (30d)
- 137
Description
### Is your feature request related to a problem? Please describe.
No
### Describe the solution you'd like
Extend the support in a catalog from Data to AI/ML models. The Polaris catalog could facilitate
1. Storing metadata about models aiding in model discovery
2. Integration with MLFlow client
3. Model provenance
4. Mapping of Models to the data it operates on
5. Storing model performance metrics snapshots
6. Access control on models
7. Model and its data versioning
8. Custom properties associated with models
9. Integration with feature stores
10. Storage and access of policies associated with model usage
11. Integration with workflow engines
### Describe alternatives you've considered
Have briefly looked at unity catalog, would like to see Polaris supporting AI/ML models too
### Additional context
_No response_
Contributor guide
Research direction
No files, tests, or entry points are named. Start by asking maintainers which of the eleven requested capabilities is in scope and where catalog extensions belong; done should be a documented, agreed scope with acceptance criteria.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- machine-learning
- Domain
- machine-learning
- Issue type
- Feature
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 20/100