【全新发布】数小时内构建 GPU 加速、自动优化、十亿级规模的 VectorDB.pdf

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1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Dylan TongProduct Lead,AI and vectors Amazon OpenSearch ServiceAWSBuild GPU-boosted,auto-optimized

2、 billion-scale VectorDBs in hoursVamshi Nakkirtha Senior Manager,Software Dev,Vector SearchAmazon OpenSearch ServiceAWSSession:ANT213 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AWS servicesManaged ClustersAmazon OpenSearch Service ServerlessOpen SourceOpenSearchSearch and Ana

3、lyticsEngineOpenSearch:AWS and Open SourceIngestAmazon OpenSearch IngestionVisualizeOpenSearch UIUse CasesLog Analytics,ObservabilitySearch:Keyword,Vector,Hybrid 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Why Vector Search?1Improves search quality(relevance)2Versatile support

4、 forcontent types3DiverseUse Cases4Agentic(AI)AppEnabler 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Vector Search JourneyFirst ReleaseFeb.20202024Cost Optimizations:Automated QuantizationTiered Vector StorageDisk-optimized EngineAI Native:AI enrichments2023Serverless Amazon B

5、edrock KBHybrid SearchAI Native:Vector Generation2021OpenSearch 1.0:(Elastic 7.10 and Apache Lucene Fork)FAISS 2025Cost Optimizations:S3 Vectors IntegrationIntel AVX-512 Graviton NeonStorage ReductionAI Native:Search AI and Agentic FlowsAutomatic Semantic EnrichmentMCP Server IntegrationEmpower Scal

6、e:Managed Vector IngestionGPU-accelerated Vector IndexingVector Auto-optimize 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Customers trending to