Closed Sunt-ing closed 2 years ago
Problem:
Importance:
Storage: memory + (persisted storage)/S3/HDFS.
CPU: support SIMD
GPU: support heterogeneous computing
Scalability: multi-node supporting with eventual consistency
Functionalities:
The whole database is built on top of the Facebook Faiss library with many improvements.
Vector search libraries: Facebook Faiss & Microsoft SPTAG
Systems that support vector search: Alibaba AnalyticDB-V & Alibaba PASE
System designed for vector search: Jingdong Vearch
I think I can share some things that got from a private talk between some of Milvus main authors and me:
https://raw.githubusercontent.com/Sunt-ing/database-system-readings/main/papers/Milvus.pdf