Release Notes: Qdrant to LanceDB Migration
Overview
This release transitions the No OCR platform from Qdrant to LanceDB, simplifying the architecture and improving performance for vector-based document processing.
Key Changes
- Database Migration: Replaced Qdrant with LanceDB for vector storage and retrieval.
- Ingestion Pipeline: Streamlined data ingestion using LanceDB’s schema-based tables.
- Search Improvements: Enhanced search functionality with LanceDB's optimized cosine distance metrics.
- Simplified Architecture: Removed Qdrant-specific dependencies and configurations.
Benefits
- Faster Performance: Improved ingestion and search speeds.
- Simplified Setup: Easier deployment with fewer dependencies.
- Better Flexibility: Unified workflows for text and image embeddings.