4142 - AI 搜索实战：将 Milvus 扩展到十亿级向量.pdf

1、1|Copyright 2025 Zilliz1Jiang Chen ZillizSession 4142AI Search in Action:Scaling Milvus for Billion-Scale Vectors2|Copyright 2025 Zilliz2 2|Copyright 9/6/23 Zilliz2|Copyright 2025 ZillizJiang ChenHead of Developer Rhttps:/ 2025 Zilliz3|Copyright 2025 Zilliz3Shift in Search and Data Paradigm4|Copyrig

2、ht 2025 Zilliz4Traditional database was built upon exact search5|Copyright 2025 Zilliz5AppleRising doughChange car tireRising DoughProofing Breadwhich misses context,semantic meaning,and user intent 6|Copyright 2025 Zilliz6*Data Source:The Digitization of the World by IDC10%Otherof newly generated d

3、ata in 2025 will be unstructured data90%The world is much more than just text and keywords7|Copyright 2025 Zilliz7 7|Copyright 2025 Zilliz7Vector search is the new standard8|Copyright 2025 Zilliz8A New tool emerged.The Vector Database9|Copyright 2025 Zilliz9 9|Copyright 9/6/23 Zilliz9|Copyright 2025

4、 ZillizRetrieval Augmented Generation(RAG)10|Copyright 2025 Zilliz1010|Copyright 9/6/23 Zilliz10|Copyright 2025 ZillizSearch/Recommendation System11|Copyright 2025 Zilliz1111|Copyright 9/6/23 Zilliz11|Copyright 2025 ZillizAgent MemoryMilvus as the central information repository for agentic workflow1

5、2|Copyright 2025 Zilliz1212|Copyright 9/6/23 Zilliz12|Copyright 2025 ZillizTwo Stages of AI Search DevelopmentThrive with great search qualityConsistently deliver the best performance at scale15|Copyright 2025 Zilliz15|Copyright 2025 Zilliz15Milvus is an Open-Source Vector Database to store,index,ma

6、nage,and use massive number of vector embeddings for information retrieval.contributors300+stars36K+active pods100M+forks3.3K+Milvus:The most widely-adopted vector database16|Copyright 2025 Zilliz1616|Copyright 9/6/23 Zilliz16|Copyright 2025 ZillizBUILT FOR AIOPEN SOURCEPerformant at ScaleWhy Milvus