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### What changes were proposed in this pull request?
1. Introduce catalog capability framework
2. Support `column not null` capability to show how the framework works
### Why are the changes needed?
Improving code quality
Fix: #1662
### Does this PR introduce _any_ user-facing change?
no
### How was this patch tested?
existing tests
What would you like to be improved?
Currently, we lack catalog-level capability management, which results in the need to duplicate some validation work across different catalogs.
How should we improve?
Introduce a catalog-level capabilities framework and uniformly validate catalog capabilities at the higher level.
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