A Voyage 4 sorozat egységesített beágyazási modelleket vezet be a vállalati kereséshez
MongoDB’s Voyage 4 series is a unified family of text embedding models built for flexible, cost-effective context-engineered agents and enterprise search. The series introduces shared embedding spaces designed to make it easier to switch between models in the same family without the need for re-indexing data. Users can mix and match different models for documents and queries within a single pipeline to optimize for cost and performance.
- voyage-4-nano is designed for local development.
- voyage-4-lite is optimized for query workloads.
- voyage-4-large is built for production indexing.
- Uses Mixture-of-Experts architecture to deliver high accuracy.
- Offers up to 40% lower serving costs compared to previous architectures.
Miért fontos?
These models provide a flexible way for enterprises to manage search and retrieval pipelines without the expensive overhead of re-indexing when switching between model sizes.