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Oracle 和 NVIDIA 合作加速嵌入创建和向量搜索 [SPO3943].pdf

上传人: Fl****zo 编号:970936 2025-11-08 65页 3.14MB

1、 Oracle&Nvidia Team Up to Accelerate Embedding Creation&Vector SearchWeiwei GongSenior DirectorData and AI TechnologiesOracleCorey NoletPrincipal Systems ArchitectData mining,ML&Vector search NvidiaThe following is intended to outline our general product direction.It is intended for information purp

2、oses only,and may not be incorporated into any contract.It is not a commitment to deliver any material,code,or functionality,and should not be relied upon in making purchasing decisions.The development,release,timing,and pricing of any features or functionality described for Oracles products may cha

3、nge and remains at the sole discretion of Oracle Corporation.2Copyright 2025,Oracle and/or its affiliates|Confidential:Internal/Restricted/Highly RestrictedForward-Looking statementsThis presentation is intended to outline our general product direction.It is intended for information purposes only,an

4、d may not be incorporated into any contract.It is not a commitment to deliver any material,code,or functionality,and should not be relied upon in making purchasing decisions.The development,release,timing,and pricing of any features or functionality described for Oracles products may change and rema

5、ins at the sole discretion of Oracle Corporation.Statements in this presentation relating to Oracles future plans,expectations,beliefs,intentions,and prospects are“forward-looking statements”and are subject to material risks and uncertainties.A detailed discussion of these factors and other risks th

6、at affect our business is contained in Oracles Securities and Exchange Commission(SEC)filings,including our most recent reports on Form 10-K and Form 10-Q under the heading“Risk Factors.”These filings are available on the SECs website or on Oracles website at https:/ information in this presentation

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根据《Oracle & Nvidia Team Up to Accelerate Embedding Creation & Vector Search》的内容,以下是全文关键点的概括: 1. **AI Vector Search 简介**:这是一种基于语义内容而非文字或像素搜索文档、图像等数据的新技术,通过将数据表示为向量来提高搜索效率。 2. **Oracle Vector Database**:Oracle与Nvidia合作,推出Oracle Vector Database,结合了业务数据搜索和向量相似搜索,使用简单的SQL即可实现。 3. **向量嵌入生成**:提供多种嵌入生成方式,包括预创建嵌入、数据库内嵌入模型、外部嵌入库和云服务。 4. **GPU 加速**:利用GPU进行嵌入生成和向量索引创建,显著提高性能,例如CAGRA索引创建比HNSW快20倍。 5. **NVIDIA NIM**:Oracle AI Database 26ai支持NVIDIA NIM容器,提供高性能、可扩展的AI服务。 6. **向量索引创建**:使用cuVS库在GPU上创建HNSW索引,提高索引创建速度和效率。 7. **未来工作**:包括改进数据摄入、极端扩展和大规模索引等。 8. **性能提升**:例如,使用GPU索引创建比CPU快21倍,成本降低12.5倍。
Oracle与Nvidia联手!" "企业数据搜索,Oracle Vector Database如何引领潮流?" NVIDIA GPU加速向量搜索!"
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