apache / apache/polaris

[FEATURE REQUEST]Support AI/ML Models

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#233 0 comments 2 reactions 0 assignees View on GitHub
enhancement
Dominant language
Java
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Forks
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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

Open the contributing 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

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