This update introduces checks for vector dimension compatibility before migrating legacy data in both PostgreSQL and Qdrant storage implementations. If a dimension mismatch is detected, the migration is skipped to prevent data loss, and a new empty table or collection is created for the new embedding model.
Key changes include:
- Added dimension checks in `PGVectorStorage` and `QdrantVectorDBStorage` classes.
- Enhanced logging to inform users about dimension mismatches and the creation of new storage.
- Updated E2E tests to validate the new behavior, ensuring legacy data is preserved and new structures are created correctly.
Impact:
- Prevents potential data corruption during migrations with mismatched dimensions.
- Improves user experience by providing clear logging and maintaining legacy data integrity.
Testing:
- New tests confirm that the system behaves as expected when encountering dimension mismatches.
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