Katib 2020 Roadmap

New Features

Hyperparameter Tuning

Support Early Stopping #692

Neural Architecture Search

Support Advanced NAS Algorithms like DARTs, ProxylessNAS #461

Other Features

Support Auto Model Compression #460
Support Auto Feature Engineering #475

Enhancements

Common

Delete Suggestion deployment after Experiment is finished #1061
Save Suggestion state after deployment is deleted #1062
Reconsider the design of Trial Template #906
Design an extensible model for integrating with custom resources.
Add validation for algorithms (a.k.a suggestions) #1126
Katib UI fixes and enhancements
Investigate Kubeflow Metadata integration
Investigate the alignment with concept and implementation of "experiments" and "jobs/runs" in KFP #4955

Neural Architecture Search

Refactor structure for NAS algorithms #1125
Refactor the design for NAS model constructor #1127
ENAS enhancements such as micro mode, RNN support