[Kubeflow 1.10] Define Kubeflow 1.10 Roadmap for Model Registry #175
Description
🚧 this roadmap is being discussed in the biweekly Model Registry meeting and might be subject to change 🏗️ join us in the meeting or on Model Registry Slack channel for your feedback!
As suggested by KF Release team, as the KF 1.10 will kick-start, anything which won't be attainable for the 1.10 plan, will carry-over to a "Roadmap for KF 1.Next" roadmap (thanks @rimolive for the suggestion!)
- Kubeflow Model Registry UI (ref: @ederign)
The first version of the Kubeflow Model Registry web app will include features like model registration and listing, detailed model views with metadata, version listings, and the ability to archive models on multiple model registries.
(see here for details) - Improve the project, CNCF maturity, etc.
- Multi-arch images - for the Go REST server specifically
- Monitor CVE reports as provided by KF/manifest team #327
- Introduce dependency license monitoring #323
- MLMD-related enhancements (now unplanned Remove the ML-Metadata Dependency from the Model Registry #865)
examples:- multi-tenancy Support for Multi-Tenancy #120
- single instance with KFP(?)
etc.
- "shift-left" testing - incorporating CI testing we have Midstream, to Upstream (ref: @tonyxrmdavidson)
- Integration/Import from other Registries - e.g.: integration of MLFlow (ref: MLFLOW MR & HuggingFace & KFMR logical model comparison #94 now Add MLflow SDK support for Model Registry as a store #1225)
- Improve integration with other KF components
- e.g.: harden CSI blueprint (@lampajr)
- integration blueprints with Katib/HPO:
example - keep tabs with Feast integrations ( Evaluate adding support for ML Metadata or alternative feast-dev/feast#4258 @franciscojavierarceo )
- integration/blueprint with Training Operator (see here)
- and other blueprints (for example)
- Integration Storage solutions for Model Registry, with OCI being the preferred option (ref: @tarilabs)
- Carry-over from 1.9:
- brief docs on Manifest quickstart, pointers to "read more on how you can further kustomize"
- confirm if any special requirements for Istio/Cert-manager
References for KF 1.10 from Release team or other:
- dependency matrix [Kubeflow 1.10] Create Dependencies version list community#767