Скачать с ютуб StarRocks X Tencent - Introducing Vector Similarity Search в хорошем качестве

StarRocks X Tencent - Introducing Vector Similarity Search

In this video, Petri Zhang from Tencent reveals how Tencent leverages StarRocks for Retrieval-Augmented Generation (RAG) with hybrid search. He details their journey in building a billion-scale image repository that enables both reverse image search and traditional BI dashboards within a unified platform. Petri also shares the challenges they faced along the way and the key reasons why Tencent ultimately chose StarRocks over other vector databases. Session Highlights: 🌟Vector Index Basics 🌟StarRocks as a VectorDB 🌟Advanced Vector Similarity Search 🌟Tencent Use Cases ---------------------------------------------------------------------------------------------------------------------- 00:00 Intro 01:41 Agenda 02:29 Tencent's Use of StarRocks: 20,000+ cores + PB-Scale Analytics 04:08 Tencent's Approach to Vector Similarity Search 07:16 Challenges We Faced With Existing VectorDBs 08:07 Scale and Compatibility 09:19 Complex Search Over Both Unstructured Vectors and Structured Data 10:43 Heterogeneous Workloads 12:09 Tencent's Solution: StarRocks as VectorDB and Why They Selected It Over Existing VectorDBs 14:50 Implementation -Solution 1: How They Added Vector Index Support to StarRocks 15:02 StarRocks with Vector Indexes: SQL Interface 17:17 StarRocks with Vector Indexes: Distributed Storage 18:35 StarRocks with Vector Indexes: Data Updates and MVCC 19:58 Implementation -Solution 2: Dedicated Library and Algorithms-TenANN (TNN) 22:35 Implementation -Solution 3: Serving Processing and Workload Isolation 23:24 Benchmarking: StarRocks vs Milvus, Zilliz Cloud, and Pinecone 25:37 StarRocks as Vector DB: Tencent's Use Cases 25:42 Use Case1: RAG (Retrieval Augmented Generation) 27:06 Use Case2: AIGC Image Management 28:25 Summary 29:48 Q&A ---------------------------------------------------------------------------------------------------------------------- Connect with us: LinkedIn:   / celerdata   Twitter:   / celerdata   CelerData Website: https://celerdata.com/ StarRocks GitHub: https://github.com/StarRocks/StarRocks StarRocks Website: https://www.starrocks.io/ Slack: https://starrocks.io/redirecting-to-s... #RAG #VectorDB #VectorSearch #DataEngineering #DataLakeAnalytics #OLAP #DataAnalyst #DataEngineer #DataInfrastructure #UserFacingAnalytics #Database #AnalyticalDatabase #AI #VectorDatabase # #HNSW #IVF-PQ #VectorIndexing #MachineLearning #SimilaritySearch #Embedding #DataRetrieval #InformationRetrieval #SearchAlgorithms #DatabaseOptimization #AIInfrastructure #HighDimensionalData#DataAnalytics