apache / gravitino

World's most powerful open data catalog for building a high-performance, geo-distributed and federated metadata lake.
https://gravitino.apache.org
Apache License 2.0
1.09k stars 343 forks source link

[EPIC] Support model versioning metadata #4783

Open SteNicholas opened 2 months ago

SteNicholas commented 2 months ago

Describe the feature

Model versioning indicates the version control of ML models. It describes the practice of storing, tracking, and managing the changes in an ML model. It's recommended support metadata management of model versioning in Gravitino.

Subtasks:

Motivation

No response

Describe the solution

No response

Additional context

No response

FANNG1 commented 2 months ago

@SteNicholas Thank you for proposing this. I have two questions:

  1. How are users currently managing model versions?
  2. how would Gravitino integrate with the existing ML ecosystem if it supports model metadata?
jerryshao commented 1 week ago

I will do this ML model management feature in the next release cadence (0.8).